generate_covering_grid.ipynb

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    "name": "ipython",
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   "language": "python",
   "name": "python2"
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 "worksheets": [
  {
   "cells": [
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "from IPython.parallel import Client\n",
      "rc = Client()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 1
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "rc.ids"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 2,
       "text": [
        "[0, 1, 2, 3, 4, 5, 6, 7]"
       ]
      }
     ],
     "prompt_number": 2
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "%autopx"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "%autopx enabled\n"
       ]
      }
     ],
     "prompt_number": 3
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "from mpi4py import MPI\n",
      "\n",
      "MPI.COMM_WORLD.Get_rank()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "text": [
        "\u001b[0;31mOut[0:1]: \u001b[0m7"
       ]
      },
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       "metadata": {},
       "output_type": "display_data",
       "text": [
        "\u001b[0;31mOut[1:1]: \u001b[0m0"
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       "text": [
        "\u001b[0;31mOut[2:1]: \u001b[0m6"
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       "text": [
        "\u001b[0;31mOut[3:1]: \u001b[0m1"
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       "text": [
        "\u001b[0;31mOut[4:1]: \u001b[0m3"
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       "metadata": {},
       "output_type": "display_data",
       "text": [
        "\u001b[0;31mOut[5:1]: \u001b[0m5"
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      },
      {
       "metadata": {},
       "output_type": "display_data",
       "text": [
        "\u001b[0;31mOut[6:1]: \u001b[0m4"
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      },
      {
       "metadata": {},
       "output_type": "display_data",
       "text": [
        "\u001b[0;31mOut[7:1]: \u001b[0m2"
       ]
      }
     ],
     "prompt_number": 4
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "import yt\n",
      "yt.enable_parallelism()\n",
      "import numpy as np\n",
      "import os\n",
      "import shutil\n",
      "import h5py\n",
      "import gc\n",
      "import glob"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 5
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "os.chdir('/home/goldbaum/trove')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 6
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "from yt.utilities.physical_constants import mh, G\n",
      "\n",
      "def _total_dynamical_time(field, data):\n",
      "    tdyn = np.sqrt(3*np.pi/(32*G*(data['density'] + data['dark_matter_density']))).in_units('s')\n",
      "    return tdyn\n",
      "\n",
      "def _sfr(field, data):\n",
      "    sfr = np.where(data['density']*data.ds.parameters['Mu']/mh > 50, \n",
      "                   0.01*data['density']/data['total_dynamical_time'],\n",
      "                   0)*yt.units.g/yt.units.cm**3/yt.units.s\n",
      "    return sfr"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 7
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "from yt.data_objects.particle_filters import add_particle_filter\n",
      "\n",
      "def star(pfilter, data):\n",
      "    filter = data[\"io\", \"particle_type\"] == 2\n",
      "    return filter\n",
      "\n",
      "add_particle_filter(\"stars\", function=star, filtered_type='io', requires=[\"particle_type\"])\n",
      "\n",
      "def young_star(pfilter, data):\n",
      "    filter = (data.ds.current_time - data[\"io\", \"creation_time\"]).in_units('Myr') < 10\n",
      "    return filter\n",
      "\n",
      "add_particle_filter(\"young_stars\", function=young_star, filtered_type='io', requires=[\"creation_time\"])\n",
      "\n",
      "def formed_star(pfilter, data):\n",
      "    filter = data[\"io\", \"creation_time\"] > 0\n",
      "    return filter\n",
      "\n",
      "add_particle_filter(\"formed_stars\", function=formed_star, filtered_type=\"io\", requires=[\"creation_time\"])"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 8
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "base_dir = \"./nofeedback_hgf/\"\n",
      "glob_pattern = \"DD????/DD????\"\n",
      "\n",
      "output_dir = base_dir+\"covering_grids/\"\n",
      "\n",
      "if yt.is_root():\n",
      "    if not os.path.isdir(output_dir):\n",
      "        os.mkdir(output_dir)\n",
      "\n",
      "filenames = sorted(glob.glob(base_dir+glob_pattern))\n",
      "\n",
      "ts = yt.load(filenames)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 17
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# Level of refinement\n",
      "level = 10\n",
      "\n",
      "# Dimensions of the base grid, assuming a cubic grid.\n",
      "n_base = 64\n",
      "\n",
      "galaxy_center = [0.5, 0.5, 0.5]\n",
      "\n",
      "gas_fields = (('gas', 'density'), ('gas', 'thermal_energy'), \n",
      "              ('gas', 'velocity_x'), ('gas', 'velocity_y'), ('gas', 'velocity_z'),)\n",
      "gas_units = ('g/cm**3', 'erg/g', 'cm/s', 'cm/s', 'cm/s')\n",
      "\n",
      "sfr_fields = (('gas', 'sfr_density'),)\n",
      "sfr_units = ('g/cm**3/s',)\n",
      "\n",
      "star_fields = ((('stars', 'particle_mass'),) +\n",
      "               tuple(('stars', 'particle_position_%s' % d) for d in 'xyz') + \n",
      "               tuple(('stars', 'particle_velocity_%s' % d) for d in 'xyz')) \n",
      "star_units = ('g', 'cm', 'cm', 'cm', 'cm/s', 'cm/s', 'cm/s', )\n",
      "\n",
      "young_star_fields = ((('young_stars', 'particle_mass'),) +\n",
      "                     tuple(('young_stars', 'particle_position_%s' % d) for d in 'xyz') + \n",
      "                     tuple(('young_stars', 'particle_velocity_%s' % d) for d in 'xyz')) \n",
      "young_star_units = ('g', 'cm', 'cm', 'cm', 'cm/s', 'cm/s', 'cm/s', )\n",
      "\n",
      "formed_star_fields = ((('formed_stars', 'particle_mass'),) +\n",
      "                      tuple(('formed_stars', 'particle_position_%s' % d) for d in 'xyz') +\n",
      "                      tuple(('formed_stars', 'particle_velocity_%s' % d) for d in 'xyz'))\n",
      "formed_star_units = ('g', 'cm', 'cm', 'cm', 'cm/s', 'cm/s', 'cm/s', )\n",
      "\n",
      "dims = np.array([1024, 1024, 256])"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 18
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "def process_object(dd, filename, field_names, field_units):\n",
      "    with h5py.File(filename) as data_file:\n",
      "        for field, unit in zip(field_names, field_units):\n",
      "            print \"Creating covering grid for %s\" % str(field)\n",
      "            data = dd[field].in_units(unit)\n",
      "            data_file.create_dataset(field[1], data=data, compression='lzf')\n",
      "\n",
      "class CacheHandler(object):\n",
      "    def __init__(self, use_species, species_name, output_directory, ds):\n",
      "        self.use_species = use_species\n",
      "        self._species_name = species_name\n",
      "        self._ds_name = str(ds)\n",
      "        self._output_dir = output_directory + '/{}/'.format(species_name)\n",
      "        if not os.path.exists(self._output_dir):\n",
      "            os.makedirs(self._output_dir)\n",
      "        if os.path.exists(self.filename):\n",
      "            self.use_species=False\n",
      "\n",
      "    @property\n",
      "    def filename(self):\n",
      "        return self._output_dir + self._ds_name + '_' + self._species_name.replace('_','-') + '_covering_grid.h5'\n",
      "\n",
      "def process_dataset(ds, use_gas=True, use_sfr=True, use_stars=True, \n",
      "                    use_young_stars=True, use_formed_stars=True):\n",
      "    gas = CacheHandler(use_gas, 'gas', output_dir, ds)\n",
      "    sfr = CacheHandler(use_sfr, 'sfr', output_dir, ds)\n",
      "    stars = CacheHandler(use_stars, 'stars', output_dir, ds)\n",
      "    young_stars = CacheHandler(use_young_stars, 'young_stars', output_dir, ds)\n",
      "    formed_stars = CacheHandler(use_formed_stars, 'formed_stars', output_dir, ds)\n",
      "\n",
      "    handlers = (gas, sfr, stars, young_stars, formed_stars)\n",
      "    do_species = (handler.use_species for handler in handlers)\n",
      "\n",
      "    if any(do_species):\n",
      "        pass\n",
      "    else:\n",
      "        return\n",
      "\n",
      "    ds.add_field('total_dynamical_time', _total_dynamical_time, units='s')\n",
      "    ds.add_field('sfr_density', _sfr, units='g/cm**3/s')\n",
      "    ds.add_particle_filter('stars')\n",
      "    ds.add_particle_filter('young_stars')\n",
      "    ds.add_particle_filter('formed_stars')\n",
      "\n",
      "    center = ds.arr(galaxy_center, 'code_length')\n",
      "\n",
      "    left_edge = center - ds.length_unit*dims/(2.*n_base*2**level)\n",
      "    right_edge = center + ds.length_unit*dims/(2.*n_base*2**level)\n",
      "\n",
      "    cg = ds.smoothed_covering_grid(level, left_edge=left_edge, dims=dims)\n",
      "    ad = ds.all_data()\n",
      "\n",
      "    if gas.use_species is True:\n",
      "        process_object(cg, gas.filename, gas_fields, gas_units)\n",
      "\n",
      "    if sfr.use_species is True:\n",
      "        process_object(cg, sfr.filename, sfr_fields, sfr_units)\n",
      "\n",
      "    if stars.use_species is True:\n",
      "        process_object(ad, stars.filename, star_fields, star_units)\n",
      "        \n",
      "    if young_stars.use_species is True:\n",
      "        process_object(ad, young_stars.filename, young_star_fields, young_star_units)\n",
      "\n",
      "    if formed_stars.use_species is True:\n",
      "        process_object(ad, formed_stars.filename, formed_star_fields, formed_star_units)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 19
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "for ds in ts.piter():\n",
      "    process_dataset(ds)\n",
      "    print \"finished {}\".format(str(ds))"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "[stdout:0] \n",
        "finished DD0007\n",
        "finished DD0015\n",
        "finished DD0023\n",
        "finished DD0031\n",
        "finished DD0039\n",
        "finished DD0047\n",
        "finished DD0055\n",
        "finished DD0063\n",
        "finished DD0071\n",
        "finished DD0079\n",
        "finished DD0087\n",
        "finished DD0095\n",
        "Creating covering grid for ('gas', 'density')\n",
        "Creating covering grid for ('gas', 'thermal_energy')\n",
        "Creating covering grid for ('gas', 'velocity_x')\n",
        "Creating covering grid for ('gas', 'velocity_y')\n",
        "Creating covering grid for ('gas', 'velocity_z')\n",
        "Creating covering grid for ('gas', 'sfr_density')\n",
        "Creating covering grid for ('stars', 'particle_mass')\n",
        "Creating covering grid for ('stars', 'particle_position_x')\n",
        "Creating covering grid for ('stars', 'particle_position_y')\n",
        "Creating covering grid for ('stars', 'particle_position_z')\n",
        "Creating covering grid for ('stars', 'particle_velocity_x')\n",
        "Creating covering grid for ('stars', 'particle_velocity_y')\n",
        "Creating covering grid for ('stars', 'particle_velocity_z')\n",
        "Creating covering grid for ('young_stars', 'particle_mass')\n",
        "Creating covering grid for ('young_stars', 'particle_position_x')\n",
        "Creating covering grid for ('young_stars', 'particle_position_y')\n",
        "Creating covering grid for ('young_stars', 'particle_position_z')\n",
        "Creating covering grid for ('young_stars', 'particle_velocity_x')\n",
        "Creating covering grid for ('young_stars', 'particle_velocity_y')\n",
        "Creating covering grid for ('young_stars', 'particle_velocity_z')\n",
        "Creating covering grid for ('formed_stars', 'particle_mass')\n",
        "Creating covering grid for ('formed_stars', 'particle_position_x')\n",
        "Creating covering grid for ('formed_stars', 'particle_position_y')\n",
        "Creating covering grid for ('formed_stars', 'particle_position_z')\n",
        "Creating covering grid for ('formed_stars', 'particle_velocity_x')\n",
        "Creating covering grid for ('formed_stars', 'particle_velocity_y')\n",
        "Creating covering grid for ('formed_stars', 'particle_velocity_z')\n",
        "finished DD0103\n",
        "Creating covering grid for ('gas', 'density')\n",
        "Creating covering grid for ('gas', 'thermal_energy')\n",
        "Creating covering grid for ('gas', 'velocity_x')\n",
        "Creating covering grid for ('gas', 'velocity_y')\n",
        "Creating covering grid for ('gas', 'velocity_z')\n",
        "Creating covering grid for ('gas', 'sfr_density')\n",
        "Creating covering grid for ('stars', 'particle_mass')\n",
        "Creating covering grid for ('stars', 'particle_position_x')\n",
        "Creating covering grid for ('stars', 'particle_position_y')\n",
        "Creating covering grid for ('stars', 'particle_position_z')\n",
        "Creating covering grid for ('stars', 'particle_velocity_x')\n",
        "Creating covering grid for ('stars', 'particle_velocity_y')\n",
        "Creating covering grid for ('stars', 'particle_velocity_z')\n",
        "Creating covering grid for ('young_stars', 'particle_mass')\n",
        "Creating covering grid for ('young_stars', 'particle_position_x')\n",
        "Creating covering grid for ('young_stars', 'particle_position_y')\n",
        "Creating covering grid for ('young_stars', 'particle_position_z')\n",
        "Creating covering grid for ('young_stars', 'particle_velocity_x')\n",
        "Creating covering grid for ('young_stars', 'particle_velocity_y')\n",
        "Creating covering grid for ('young_stars', 'particle_velocity_z')\n",
        "Creating covering grid for ('formed_stars', 'particle_mass')\n",
        "Creating covering grid for ('formed_stars', 'particle_position_x')\n",
        "Creating covering grid for ('formed_stars', 'particle_position_y')\n",
        "Creating covering grid for ('formed_stars', 'particle_position_z')\n",
        "Creating covering grid for ('formed_stars', 'particle_velocity_x')\n",
        "Creating covering grid for ('formed_stars', 'particle_velocity_y')\n",
        "Creating covering grid for ('formed_stars', 'particle_velocity_z')\n",
        "finished DD0111\n",
        "Creating covering grid for ('gas', 'density')\n",
        "Creating covering grid for ('gas', 'thermal_energy')\n",
        "Creating covering grid for ('gas', 'velocity_x')\n",
        "Creating covering grid for ('gas', 'velocity_y')\n",
        "Creating covering grid for ('gas', 'velocity_z')\n",
        "Creating covering grid for ('gas', 'sfr_density')\n",
        "Creating covering grid for ('stars', 'particle_mass')\n",
        "Creating covering grid for ('stars', 'particle_position_x')\n",
        "Creating covering grid for ('stars', 'particle_position_y')\n",
        "Creating covering grid for ('stars', 'particle_position_z')\n",
        "Creating covering grid for ('stars', 'particle_velocity_x')\n",
        "Creating covering grid for ('stars', 'particle_velocity_y')\n",
        "Creating covering grid for ('stars', 'particle_velocity_z')\n",
        "Creating covering grid for ('young_stars', 'particle_mass')\n",
        "Creating covering grid for ('young_stars', 'particle_position_x')\n",
        "Creating covering grid for ('young_stars', 'particle_position_y')\n",
        "Creating covering grid for ('young_stars', 'particle_position_z')\n",
        "Creating covering grid for ('young_stars', 'particle_velocity_x')\n",
        "Creating covering grid for ('young_stars', 'particle_velocity_y')\n",
        "Creating covering grid for ('young_stars', 'particle_velocity_z')\n",
        "Creating covering grid for ('formed_stars', 'particle_mass')\n",
        "Creating covering grid for ('formed_stars', 'particle_position_x')\n",
        "Creating covering grid for ('formed_stars', 'particle_position_y')\n",
        "Creating covering grid for ('formed_stars', 'particle_position_z')\n",
        "Creating covering grid for ('formed_stars', 'particle_velocity_x')\n",
        "Creating covering grid for ('formed_stars', 'particle_velocity_y')\n",
        "Creating covering grid for ('formed_stars', 'particle_velocity_z')\n",
        "finished DD0119\n",
        "Creating covering grid for ('gas', 'density')\n",
        "Creating covering grid for ('gas', 'thermal_energy')\n",
        "Creating covering grid for ('gas', 'velocity_x')\n",
        "Creating covering grid for ('gas', 'velocity_y')\n",
        "Creating covering grid for ('gas', 'velocity_z')\n",
        "Creating covering grid for ('gas', 'sfr_density')\n",
        "Creating covering grid for ('stars', 'particle_mass')\n",
        "Creating covering grid for ('stars', 'particle_position_x')\n",
        "Creating covering grid for ('stars', 'particle_position_y')\n",
        "Creating covering grid for ('stars', 'particle_position_z')\n",
        "Creating covering grid for ('stars', 'particle_velocity_x')\n",
        "Creating covering grid for ('stars', 'particle_velocity_y')\n",
        "Creating covering grid for ('stars', 'particle_velocity_z')\n",
        "Creating covering grid for ('young_stars', 'particle_mass')\n",
        "Creating covering grid for ('young_stars', 'particle_position_x')\n",
        "Creating covering grid for ('young_stars', 'particle_position_y')\n",
        "Creating covering grid for ('young_stars', 'particle_position_z')\n",
        "Creating covering grid for ('young_stars', 'particle_velocity_x')\n",
        "Creating covering grid for ('young_stars', 'particle_velocity_y')\n",
        "Creating covering grid for ('young_stars', 'particle_velocity_z')\n",
        "Creating covering grid for ('formed_stars', 'particle_mass')\n",
        "Creating covering grid for ('formed_stars', 'particle_position_x')\n",
        "Creating covering grid for ('formed_stars', 'particle_position_y')\n",
        "Creating covering grid for ('formed_stars', 'particle_position_z')\n",
        "Creating covering grid for ('formed_stars', 'particle_velocity_x')\n",
        "Creating covering grid for ('formed_stars', 'particle_velocity_y')\n",
        "Creating covering grid for ('formed_stars', 'particle_velocity_z')\n",
        "finished DD0127\n",
        "Creating covering grid for ('gas', 'density')\n",
        "Creating covering grid for ('gas', 'thermal_energy')\n",
        "Creating covering grid for ('gas', 'velocity_x')\n",
        "Creating covering grid for ('gas', 'velocity_y')\n",
        "Creating covering grid for ('gas', 'velocity_z')\n",
        "Creating covering grid for ('gas', 'sfr_density')\n",
        "Creating covering grid for ('stars', 'particle_mass')\n",
        "Creating covering grid for ('stars', 'particle_position_x')\n",
        "Creating covering grid for ('stars', 'particle_position_y')\n",
        "Creating covering grid for ('stars', 'particle_position_z')\n",
        "Creating covering grid for ('stars', 'particle_velocity_x')\n",
        "Creating covering grid for ('stars', 'particle_velocity_y')\n",
        "Creating covering grid for ('stars', 'particle_velocity_z')\n",
        "Creating covering grid for ('young_stars', 'particle_mass')\n",
        "Creating covering grid for ('young_stars', 'particle_position_x')\n",
        "Creating covering grid for ('young_stars', 'particle_position_y')\n",
        "Creating covering grid for ('young_stars', 'particle_position_z')\n",
        "Creating covering grid for ('young_stars', 'particle_velocity_x')\n",
        "Creating covering grid for ('young_stars', 'particle_velocity_y')\n",
        "Creating covering grid for ('young_stars', 'particle_velocity_z')\n",
        "Creating covering grid for ('formed_stars', 'particle_mass')\n",
        "Creating covering grid for ('formed_stars', 'particle_position_x')\n",
        "Creating covering grid for ('formed_stars', 'particle_position_y')\n",
        "Creating covering grid for ('formed_stars', 'particle_position_z')\n",
        "Creating covering grid for ('formed_stars', 'particle_velocity_x')\n",
        "Creating covering grid for ('formed_stars', 'particle_velocity_y')\n",
        "Creating covering grid for ('formed_stars', 'particle_velocity_z')\n",
        "finished DD0135\n",
        "[stdout:1] \n",
        "finished DD0000\n",
        "finished DD0008\n",
        "finished DD0016\n",
        "finished DD0024\n",
        "finished DD0032\n",
        "finished DD0040\n",
        "finished DD0048\n",
        "finished DD0056\n",
        "finished DD0064\n",
        "finished DD0072\n",
        "finished DD0080\n",
        "finished DD0088\n",
        "finished DD0096\n",
        "Creating covering grid for ('gas', 'density')\n",
        "Creating covering grid for ('gas', 'thermal_energy')\n",
        "Creating covering grid for ('gas', 'velocity_x')\n",
        "Creating covering grid for ('gas', 'velocity_y')\n",
        "Creating covering grid for ('gas', 'velocity_z')\n",
        "Creating covering grid for ('gas', 'sfr_density')\n",
        "Creating covering grid for ('stars', 'particle_mass')\n",
        "Creating covering grid for ('stars', 'particle_position_x')\n",
        "Creating covering grid for ('stars', 'particle_position_y')\n",
        "Creating covering grid for ('stars', 'particle_position_z')\n",
        "Creating covering grid for ('stars', 'particle_velocity_x')\n",
        "Creating covering grid for ('stars', 'particle_velocity_y')\n",
        "Creating covering grid for ('stars', 'particle_velocity_z')\n",
        "Creating covering grid for ('young_stars', 'particle_mass')\n",
        "Creating covering grid for ('young_stars', 'particle_position_x')\n",
        "Creating covering grid for ('young_stars', 'particle_position_y')\n",
        "Creating covering grid for ('young_stars', 'particle_position_z')\n",
        "Creating covering grid for ('young_stars', 'particle_velocity_x')\n",
        "Creating covering grid for ('young_stars', 'particle_velocity_y')\n",
        "Creating covering grid for ('young_stars', 'particle_velocity_z')\n",
        "Creating covering grid for ('formed_stars', 'particle_mass')\n",
        "Creating covering grid for ('formed_stars', 'particle_position_x')\n",
        "Creating covering grid for ('formed_stars', 'particle_position_y')\n",
        "Creating covering grid for ('formed_stars', 'particle_position_z')\n",
        "Creating covering grid for ('formed_stars', 'particle_velocity_x')\n",
        "Creating covering grid for ('formed_stars', 'particle_velocity_y')\n",
        "Creating covering grid for ('formed_stars', 'particle_velocity_z')\n",
        "finished DD0104\n",
        "Creating covering grid for ('gas', 'density')\n",
        "Creating covering grid for ('gas', 'thermal_energy')\n",
        "Creating covering grid for ('gas', 'velocity_x')\n",
        "Creating covering grid for ('gas', 'velocity_y')\n",
        "Creating covering grid for ('gas', 'velocity_z')\n",
        "Creating covering grid for ('gas', 'sfr_density')\n",
        "Creating covering grid for ('stars', 'particle_mass')\n",
        "Creating covering grid for ('stars', 'particle_position_x')\n",
        "Creating covering grid for ('stars', 'particle_position_y')\n",
        "Creating covering grid for ('stars', 'particle_position_z')\n",
        "Creating covering grid for ('stars', 'particle_velocity_x')\n",
        "Creating covering grid for ('stars', 'particle_velocity_y')\n",
        "Creating covering grid for ('stars', 'particle_velocity_z')\n",
        "Creating covering grid for ('young_stars', 'particle_mass')\n",
        "Creating covering grid for ('young_stars', 'particle_position_x')\n",
        "Creating covering grid for ('young_stars', 'particle_position_y')\n",
        "Creating covering grid for ('young_stars', 'particle_position_z')\n",
        "Creating covering grid for ('young_stars', 'particle_velocity_x')\n",
        "Creating covering grid for ('young_stars', 'particle_velocity_y')\n",
        "Creating covering grid for ('young_stars', 'particle_velocity_z')\n",
        "Creating covering grid for ('formed_stars', 'particle_mass')\n",
        "Creating covering grid for ('formed_stars', 'particle_position_x')\n",
        "Creating covering grid for ('formed_stars', 'particle_position_y')\n",
        "Creating covering grid for ('formed_stars', 'particle_position_z')\n",
        "Creating covering grid for ('formed_stars', 'particle_velocity_x')\n",
        "Creating covering grid for ('formed_stars', 'particle_velocity_y')\n",
        "Creating covering grid for ('formed_stars', 'particle_velocity_z')\n",
        "finished DD0112\n",
        "Creating covering grid for ('gas', 'density')\n",
        "Creating covering grid for ('gas', 'thermal_energy')\n",
        "Creating covering grid for ('gas', 'velocity_x')\n",
        "Creating covering grid for ('gas', 'velocity_y')\n",
        "Creating covering grid for ('gas', 'velocity_z')\n",
        "Creating covering grid for ('gas', 'sfr_density')\n",
        "Creating covering grid for ('stars', 'particle_mass')\n",
        "Creating covering grid for ('stars', 'particle_position_x')\n",
        "Creating covering grid for ('stars', 'particle_position_y')\n",
        "Creating covering grid for ('stars', 'particle_position_z')\n",
        "Creating covering grid for ('stars', 'particle_velocity_x')\n",
        "Creating covering grid for ('stars', 'particle_velocity_y')\n",
        "Creating covering grid for ('stars', 'particle_velocity_z')\n",
        "Creating covering grid for ('young_stars', 'particle_mass')\n",
        "Creating covering grid for ('young_stars', 'particle_position_x')\n",
        "Creating covering grid for ('young_stars', 'particle_position_y')\n",
        "Creating covering grid for ('young_stars', 'particle_position_z')\n",
        "Creating covering grid for ('young_stars', 'particle_velocity_x')\n",
        "Creating covering grid for ('young_stars', 'particle_velocity_y')\n",
        "Creating covering grid for ('young_stars', 'particle_velocity_z')\n",
        "Creating covering grid for ('formed_stars', 'particle_mass')\n",
        "Creating covering grid for ('formed_stars', 'particle_position_x')\n",
        "Creating covering grid for ('formed_stars', 'particle_position_y')\n",
        "Creating covering grid for ('formed_stars', 'particle_position_z')\n",
        "Creating covering grid for ('formed_stars', 'particle_velocity_x')\n",
        "Creating covering grid for ('formed_stars', 'particle_velocity_y')\n",
        "Creating covering grid for ('formed_stars', 'particle_velocity_z')\n",
        "finished DD0120\n",
        "Creating covering grid for ('gas', 'density')\n",
        "Creating covering grid for ('gas', 'thermal_energy')\n",
        "Creating covering grid for ('gas', 'velocity_x')\n",
        "Creating covering grid for ('gas', 'velocity_y')\n",
        "Creating covering grid for ('gas', 'velocity_z')\n",
        "Creating covering grid for ('gas', 'sfr_density')\n",
        "Creating covering grid for ('stars', 'particle_mass')\n",
        "Creating covering grid for ('stars', 'particle_position_x')\n",
        "Creating covering grid for ('stars', 'particle_position_y')\n",
        "Creating covering grid for ('stars', 'particle_position_z')\n",
        "Creating covering grid for ('stars', 'particle_velocity_x')\n",
        "Creating covering grid for ('stars', 'particle_velocity_y')\n",
        "Creating covering grid for ('stars', 'particle_velocity_z')\n",
        "Creating covering grid for ('young_stars', 'particle_mass')\n",
        "Creating covering grid for ('young_stars', 'particle_position_x')\n",
        "Creating covering grid for ('young_stars', 'particle_position_y')\n",
        "Creating covering grid for ('young_stars', 'particle_position_z')\n",
        "Creating covering grid for ('young_stars', 'particle_velocity_x')\n",
        "Creating covering grid for ('young_stars', 'particle_velocity_y')\n",
        "Creating covering grid for ('young_stars', 'particle_velocity_z')\n",
        "Creating covering grid for ('formed_stars', 'particle_mass')\n",
        "Creating covering grid for ('formed_stars', 'particle_position_x')\n",
        "Creating covering grid for ('formed_stars', 'particle_position_y')\n",
        "Creating covering grid for ('formed_stars', 'particle_position_z')\n",
        "Creating covering grid for ('formed_stars', 'particle_velocity_x')\n",
        "Creating covering grid for ('formed_stars', 'particle_velocity_y')\n",
        "Creating covering grid for ('formed_stars', 'particle_velocity_z')\n",
        "finished DD0128\n",
        "Creating covering grid for ('gas', 'density')\n",
        "Creating covering grid for ('gas', 'thermal_energy')\n",
        "Creating covering grid for ('gas', 'velocity_x')\n",
        "Creating covering grid for ('gas', 'velocity_y')\n",
        "Creating covering grid for ('gas', 'velocity_z')\n",
        "Creating covering grid for ('gas', 'sfr_density')\n",
        "Creating covering grid for ('stars', 'particle_mass')\n",
        "Creating covering grid for ('stars', 'particle_position_x')\n",
        "Creating covering grid for ('stars', 'particle_position_y')\n",
        "Creating covering grid for ('stars', 'particle_position_z')\n",
        "Creating covering grid for ('stars', 'particle_velocity_x')\n",
        "Creating covering grid for ('stars', 'particle_velocity_y')\n",
        "Creating covering grid for ('stars', 'particle_velocity_z')\n",
        "Creating covering grid for ('young_stars', 'particle_mass')\n",
        "Creating covering grid for ('young_stars', 'particle_position_x')\n",
        "Creating covering grid for ('young_stars', 'particle_position_y')\n",
        "Creating covering grid for ('young_stars', 'particle_position_z')\n",
        "Creating covering grid for ('young_stars', 'particle_velocity_x')\n",
        "Creating covering grid for ('young_stars', 'particle_velocity_y')\n",
        "Creating covering grid for ('young_stars', 'particle_velocity_z')\n",
        "Creating covering grid for ('formed_stars', 'particle_mass')\n",
        "Creating covering grid for ('formed_stars', 'particle_position_x')\n",
        "Creating covering grid for ('formed_stars', 'particle_position_y')\n",
        "Creating covering grid for ('formed_stars', 'particle_position_z')\n",
        "Creating covering grid for ('formed_stars', 'particle_velocity_x')\n",
        "Creating covering grid for ('formed_stars', 'particle_velocity_y')\n",
        "Creating covering grid for ('formed_stars', 'particle_velocity_z')\n",
        "finished DD0136\n",
        "[stdout:2] \n",
        "finished DD0006\n",
        "finished DD0014\n",
        "finished DD0022\n",
        "finished DD0030\n",
        "finished DD0038\n",
        "finished DD0046\n",
        "finished DD0054\n",
        "finished DD0062\n",
        "finished DD0070\n",
        "finished DD0078\n",
        "finished DD0086\n",
        "finished DD0094\n",
        "Creating covering grid for ('gas', 'density')\n",
        "Creating covering grid for ('gas', 'thermal_energy')\n",
        "Creating covering grid for ('gas', 'velocity_x')\n",
        "Creating covering grid for ('gas', 'velocity_y')\n",
        "Creating covering grid for ('gas', 'velocity_z')\n",
        "Creating covering grid for ('gas', 'sfr_density')\n",
        "Creating covering grid for ('stars', 'particle_mass')\n",
        "Creating covering grid for ('stars', 'particle_position_x')\n",
        "Creating covering grid for ('stars', 'particle_position_y')\n",
        "Creating covering grid for ('stars', 'particle_position_z')\n",
        "Creating covering grid for ('stars', 'particle_velocity_x')\n",
        "Creating covering grid for ('stars', 'particle_velocity_y')\n",
        "Creating covering grid for ('stars', 'particle_velocity_z')\n",
        "Creating covering grid for ('young_stars', 'particle_mass')\n",
        "Creating covering grid for ('young_stars', 'particle_position_x')\n",
        "Creating covering grid for ('young_stars', 'particle_position_y')\n",
        "Creating covering grid for ('young_stars', 'particle_position_z')\n",
        "Creating covering grid for ('young_stars', 'particle_velocity_x')\n",
        "Creating covering grid for ('young_stars', 'particle_velocity_y')\n",
        "Creating covering grid for ('young_stars', 'particle_velocity_z')\n",
        "Creating covering grid for ('formed_stars', 'particle_mass')\n",
        "Creating covering grid for ('formed_stars', 'particle_position_x')\n",
        "Creating covering grid for ('formed_stars', 'particle_position_y')\n",
        "Creating covering grid for ('formed_stars', 'particle_position_z')\n",
        "Creating covering grid for ('formed_stars', 'particle_velocity_x')\n",
        "Creating covering grid for ('formed_stars', 'particle_velocity_y')\n",
        "Creating covering grid for ('formed_stars', 'particle_velocity_z')\n",
        "finished DD0102\n",
        "Creating covering grid for ('gas', 'density')\n",
        "Creating covering grid for ('gas', 'thermal_energy')\n",
        "Creating covering grid for ('gas', 'velocity_x')\n",
        "Creating covering grid for ('gas', 'velocity_y')\n",
        "Creating covering grid for ('gas', 'velocity_z')\n",
        "Creating covering grid for ('gas', 'sfr_density')\n",
        "Creating covering grid for ('stars', 'particle_mass')\n",
        "Creating covering grid for ('stars', 'particle_position_x')\n",
        "Creating covering grid for ('stars', 'particle_position_y')\n",
        "Creating covering grid for ('stars', 'particle_position_z')\n",
        "Creating covering grid for ('stars', 'particle_velocity_x')\n",
        "Creating covering grid for ('stars', 'particle_velocity_y')\n",
        "Creating covering grid for ('stars', 'particle_velocity_z')\n",
        "Creating covering grid for ('young_stars', 'particle_mass')\n",
        "Creating covering grid for ('young_stars', 'particle_position_x')\n",
        "Creating covering grid for ('young_stars', 'particle_position_y')\n",
        "Creating covering grid for ('young_stars', 'particle_position_z')\n",
        "Creating covering grid for ('young_stars', 'particle_velocity_x')\n",
        "Creating covering grid for ('young_stars', 'particle_velocity_y')\n",
        "Creating covering grid for ('young_stars', 'particle_velocity_z')\n",
        "Creating covering grid for ('formed_stars', 'particle_mass')\n",
        "Creating covering grid for ('formed_stars', 'particle_position_x')\n",
        "Creating covering grid for ('formed_stars', 'particle_position_y')\n",
        "Creating covering grid for ('formed_stars', 'particle_position_z')\n",
        "Creating covering grid for ('formed_stars', 'particle_velocity_x')\n",
        "Creating covering grid for ('formed_stars', 'particle_velocity_y')\n",
        "Creating covering grid for ('formed_stars', 'particle_velocity_z')\n",
        "finished DD0110\n",
        "Creating covering grid for ('gas', 'density')\n",
        "Creating covering grid for ('gas', 'thermal_energy')\n",
        "Creating covering grid for ('gas', 'velocity_x')\n",
        "Creating covering grid for ('gas', 'velocity_y')\n",
        "Creating covering grid for ('gas', 'velocity_z')\n",
        "Creating covering grid for ('gas', 'sfr_density')\n",
        "Creating covering grid for ('stars', 'particle_mass')\n",
        "Creating covering grid for ('stars', 'particle_position_x')\n",
        "Creating covering grid for ('stars', 'particle_position_y')\n",
        "Creating covering grid for ('stars', 'particle_position_z')\n",
        "Creating covering grid for ('stars', 'particle_velocity_x')\n",
        "Creating covering grid for ('stars', 'particle_velocity_y')\n",
        "Creating covering grid for ('stars', 'particle_velocity_z')\n",
        "Creating covering grid for ('young_stars', 'particle_mass')\n",
        "Creating covering grid for ('young_stars', 'particle_position_x')\n",
        "Creating covering grid for ('young_stars', 'particle_position_y')\n",
        "Creating covering grid for ('young_stars', 'particle_position_z')\n",
        "Creating covering grid for ('young_stars', 'particle_velocity_x')\n",
        "Creating covering grid for ('young_stars', 'particle_velocity_y')\n",
        "Creating covering grid for ('young_stars', 'particle_velocity_z')\n",
        "Creating covering grid for ('formed_stars', 'particle_mass')\n",
        "Creating covering grid for ('formed_stars', 'particle_position_x')\n",
        "Creating covering grid for ('formed_stars', 'particle_position_y')\n",
        "Creating covering grid for ('formed_stars', 'particle_position_z')\n",
        "Creating covering grid for ('formed_stars', 'particle_velocity_x')\n",
        "Creating covering grid for ('formed_stars', 'particle_velocity_y')\n",
        "Creating covering grid for ('formed_stars', 'particle_velocity_z')\n",
        "finished DD0118\n",
        "Creating covering grid for ('gas', 'density')\n",
        "Creating covering grid for ('gas', 'thermal_energy')\n",
        "Creating covering grid for ('gas', 'velocity_x')\n",
        "Creating covering grid for ('gas', 'velocity_y')\n",
        "Creating covering grid for ('gas', 'velocity_z')\n",
        "Creating covering grid for ('gas', 'sfr_density')\n",
        "Creating covering grid for ('stars', 'particle_mass')\n",
        "Creating covering grid for ('stars', 'particle_position_x')\n",
        "Creating covering grid for ('stars', 'particle_position_y')\n",
        "Creating covering grid for ('stars', 'particle_position_z')\n",
        "Creating covering grid for ('stars', 'particle_velocity_x')\n",
        "Creating covering grid for ('stars', 'particle_velocity_y')\n",
        "Creating covering grid for ('stars', 'particle_velocity_z')\n",
        "Creating covering grid for ('young_stars', 'particle_mass')\n",
        "Creating covering grid for ('young_stars', 'particle_position_x')\n",
        "Creating covering grid for ('young_stars', 'particle_position_y')\n",
        "Creating covering grid for ('young_stars', 'particle_position_z')\n",
        "Creating covering grid for ('young_stars', 'particle_velocity_x')\n",
        "Creating covering grid for ('young_stars', 'particle_velocity_y')\n",
        "Creating covering grid for ('young_stars', 'particle_velocity_z')\n",
        "Creating covering grid for ('formed_stars', 'particle_mass')\n",
        "Creating covering grid for ('formed_stars', 'particle_position_x')\n",
        "Creating covering grid for ('formed_stars', 'particle_position_y')\n",
        "Creating covering grid for ('formed_stars', 'particle_position_z')\n",
        "Creating covering grid for ('formed_stars', 'particle_velocity_x')\n",
        "Creating covering grid for ('formed_stars', 'particle_velocity_y')\n",
        "Creating covering grid for ('formed_stars', 'particle_velocity_z')\n",
        "finished DD0126\n",
        "Creating covering grid for ('gas', 'density')\n",
        "Creating covering grid for ('gas', 'thermal_energy')\n",
        "Creating covering grid for ('gas', 'velocity_x')\n",
        "Creating covering grid for ('gas', 'velocity_y')\n",
        "Creating covering grid for ('gas', 'velocity_z')\n",
        "Creating covering grid for ('gas', 'sfr_density')\n",
        "Creating covering grid for ('stars', 'particle_mass')\n",
        "Creating covering grid for ('stars', 'particle_position_x')\n",
        "Creating covering grid for ('stars', 'particle_position_y')\n",
        "Creating covering grid for ('stars', 'particle_position_z')\n",
        "Creating covering grid for ('stars', 'particle_velocity_x')\n",
        "Creating covering grid for ('stars', 'particle_velocity_y')\n",
        "Creating covering grid for ('stars', 'particle_velocity_z')\n",
        "Creating covering grid for ('young_stars', 'particle_mass')\n",
        "Creating covering grid for ('young_stars', 'particle_position_x')\n",
        "Creating covering grid for ('young_stars', 'particle_position_y')\n",
        "Creating covering grid for ('young_stars', 'particle_position_z')\n",
        "Creating covering grid for ('young_stars', 'particle_velocity_x')\n",
        "Creating covering grid for ('young_stars', 'particle_velocity_y')\n",
        "Creating covering grid for ('young_stars', 'particle_velocity_z')\n",
        "Creating covering grid for ('formed_stars', 'particle_mass')\n",
        "Creating covering grid for ('formed_stars', 'particle_position_x')\n",
        "Creating covering grid for ('formed_stars', 'particle_position_y')\n",
        "Creating covering grid for ('formed_stars', 'particle_position_z')\n",
        "Creating covering grid for ('formed_stars', 'particle_velocity_x')\n",
        "Creating covering grid for ('formed_stars', 'particle_velocity_y')\n",
        "Creating covering grid for ('formed_stars', 'particle_velocity_z')\n",
        "finished DD0134\n",
        "[stdout:3] \n",
        "finished DD0001\n",
        "finished DD0009\n",
        "finished DD0017\n",
        "finished DD0025\n",
        "finished DD0033\n",
        "finished DD0041\n",
        "finished DD0049\n",
        "finished DD0057\n",
        "finished DD0065\n",
        "finished DD0073\n",
        "finished DD0081\n",
        "finished DD0089\n",
        "finished DD0097\n",
        "Creating covering grid for ('gas', 'density')\n",
        "Creating covering grid for ('gas', 'thermal_energy')\n",
        "Creating covering grid for ('gas', 'velocity_x')\n",
        "Creating covering grid for ('gas', 'velocity_y')\n",
        "Creating covering grid for ('gas', 'velocity_z')\n",
        "Creating covering grid for ('gas', 'sfr_density')\n",
        "Creating covering grid for ('stars', 'particle_mass')\n",
        "Creating covering grid for ('stars', 'particle_position_x')\n",
        "Creating covering grid for ('stars', 'particle_position_y')\n",
        "Creating covering grid for ('stars', 'particle_position_z')\n",
        "Creating covering grid for ('stars', 'particle_velocity_x')\n",
        "Creating covering grid for ('stars', 'particle_velocity_y')\n",
        "Creating covering grid for ('stars', 'particle_velocity_z')\n",
        "Creating covering grid for ('young_stars', 'particle_mass')\n",
        "Creating covering grid for ('young_stars', 'particle_position_x')\n",
        "Creating covering grid for ('young_stars', 'particle_position_y')\n",
        "Creating covering grid for ('young_stars', 'particle_position_z')\n",
        "Creating covering grid for ('young_stars', 'particle_velocity_x')\n",
        "Creating covering grid for ('young_stars', 'particle_velocity_y')\n",
        "Creating covering grid for ('young_stars', 'particle_velocity_z')\n",
        "Creating covering grid for ('formed_stars', 'particle_mass')\n",
        "Creating covering grid for ('formed_stars', 'particle_position_x')\n",
        "Creating covering grid for ('formed_stars', 'particle_position_y')\n",
        "Creating covering grid for ('formed_stars', 'particle_position_z')\n",
        "Creating covering grid for ('formed_stars', 'particle_velocity_x')\n",
        "Creating covering grid for ('formed_stars', 'particle_velocity_y')\n",
        "Creating covering grid for ('formed_stars', 'particle_velocity_z')\n",
        "finished DD0105\n",
        "Creating covering grid for ('gas', 'density')\n",
        "Creating covering grid for ('gas', 'thermal_energy')\n",
        "Creating covering grid for ('gas', 'velocity_x')\n",
        "Creating covering grid for ('gas', 'velocity_y')\n",
        "Creating covering grid for ('gas', 'velocity_z')\n",
        "Creating covering grid for ('gas', 'sfr_density')\n",
        "Creating covering grid for ('stars', 'particle_mass')\n",
        "Creating covering grid for ('stars', 'particle_position_x')\n",
        "Creating covering grid for ('stars', 'particle_position_y')\n",
        "Creating covering grid for ('stars', 'particle_position_z')\n",
        "Creating covering grid for ('stars', 'particle_velocity_x')\n",
        "Creating covering grid for ('stars', 'particle_velocity_y')\n",
        "Creating covering grid for ('stars', 'particle_velocity_z')\n",
        "Creating covering grid for ('young_stars', 'particle_mass')\n",
        "Creating covering grid for ('young_stars', 'particle_position_x')\n",
        "Creating covering grid for ('young_stars', 'particle_position_y')\n",
        "Creating covering grid for ('young_stars', 'particle_position_z')\n",
        "Creating covering grid for ('young_stars', 'particle_velocity_x')\n",
        "Creating covering grid for ('young_stars', 'particle_velocity_y')\n",
        "Creating covering grid for ('young_stars', 'particle_velocity_z')\n",
        "Creating covering grid for ('formed_stars', 'particle_mass')\n",
        "Creating covering grid for ('formed_stars', 'particle_position_x')\n",
        "Creating covering grid for ('formed_stars', 'particle_position_y')\n",
        "Creating covering grid for ('formed_stars', 'particle_position_z')\n",
        "Creating covering grid for ('formed_stars', 'particle_velocity_x')\n",
        "Creating covering grid for ('formed_stars', 'particle_velocity_y')\n",
        "Creating covering grid for ('formed_stars', 'particle_velocity_z')\n",
        "finished DD0113\n",
        "Creating covering grid for ('gas', 'density')\n",
        "Creating covering grid for ('gas', 'thermal_energy')\n",
        "Creating covering grid for ('gas', 'velocity_x')\n",
        "Creating covering grid for ('gas', 'velocity_y')\n",
        "Creating covering grid for ('gas', 'velocity_z')\n",
        "Creating covering grid for ('gas', 'sfr_density')\n",
        "Creating covering grid for ('stars', 'particle_mass')\n",
        "Creating covering grid for ('stars', 'particle_position_x')\n",
        "Creating covering grid for ('stars', 'particle_position_y')\n",
        "Creating covering grid for ('stars', 'particle_position_z')\n",
        "Creating covering grid for ('stars', 'particle_velocity_x')\n",
        "Creating covering grid for ('stars', 'particle_velocity_y')\n",
        "Creating covering grid for ('stars', 'particle_velocity_z')\n",
        "Creating covering grid for ('young_stars', 'particle_mass')\n",
        "Creating covering grid for ('young_stars', 'particle_position_x')\n",
        "Creating covering grid for ('young_stars', 'particle_position_y')\n",
        "Creating covering grid for ('young_stars', 'particle_position_z')\n",
        "Creating covering grid for ('young_stars', 'particle_velocity_x')\n",
        "Creating covering grid for ('young_stars', 'particle_velocity_y')\n",
        "Creating covering grid for ('young_stars', 'particle_velocity_z')\n",
        "Creating covering grid for ('formed_stars', 'particle_mass')\n",
        "Creating covering grid for ('formed_stars', 'particle_position_x')\n",
        "Creating covering grid for ('formed_stars', 'particle_position_y')\n",
        "Creating covering grid for ('formed_stars', 'particle_position_z')\n",
        "Creating covering grid for ('formed_stars', 'particle_velocity_x')\n",
        "Creating covering grid for ('formed_stars', 'particle_velocity_y')\n",
        "Creating covering grid for ('formed_stars', 'particle_velocity_z')\n",
        "finished DD0121\n",
        "Creating covering grid for ('gas', 'density')\n",
        "Creating covering grid for ('gas', 'thermal_energy')\n",
        "Creating covering grid for ('gas', 'velocity_x')\n",
        "Creating covering grid for ('gas', 'velocity_y')\n",
        "Creating covering grid for ('gas', 'velocity_z')\n",
        "Creating covering grid for ('gas', 'sfr_density')\n",
        "Creating covering grid for ('stars', 'particle_mass')\n",
        "Creating covering grid for ('stars', 'particle_position_x')\n",
        "Creating covering grid for ('stars', 'particle_position_y')\n",
        "Creating covering grid for ('stars', 'particle_position_z')\n",
        "Creating covering grid for ('stars', 'particle_velocity_x')\n",
        "Creating covering grid for ('stars', 'particle_velocity_y')\n",
        "Creating covering grid for ('stars', 'particle_velocity_z')\n",
        "Creating covering grid for ('young_stars', 'particle_mass')\n",
        "Creating covering grid for ('young_stars', 'particle_position_x')\n",
        "Creating covering grid for ('young_stars', 'particle_position_y')\n",
        "Creating covering grid for ('young_stars', 'particle_position_z')\n",
        "Creating covering grid for ('young_stars', 'particle_velocity_x')\n",
        "Creating covering grid for ('young_stars', 'particle_velocity_y')\n",
        "Creating covering grid for ('young_stars', 'particle_velocity_z')\n",
        "Creating covering grid for ('formed_stars', 'particle_mass')\n",
        "Creating covering grid for ('formed_stars', 'particle_position_x')\n",
        "Creating covering grid for ('formed_stars', 'particle_position_y')\n",
        "Creating covering grid for ('formed_stars', 'particle_position_z')\n",
        "Creating covering grid for ('formed_stars', 'particle_velocity_x')\n",
        "Creating covering grid for ('formed_stars', 'particle_velocity_y')\n",
        "Creating covering grid for ('formed_stars', 'particle_velocity_z')\n",
        "finished DD0129\n",
        "Creating covering grid for ('gas', 'density')\n",
        "Creating covering grid for ('gas', 'thermal_energy')\n",
        "Creating covering grid for ('gas', 'velocity_x')\n",
        "Creating covering grid for ('gas', 'velocity_y')\n",
        "Creating covering grid for ('gas', 'velocity_z')\n",
        "Creating covering grid for ('gas', 'sfr_density')\n",
        "Creating covering grid for ('stars', 'particle_mass')\n",
        "Creating covering grid for ('stars', 'particle_position_x')\n",
        "Creating covering grid for ('stars', 'particle_position_y')\n",
        "Creating covering grid for ('stars', 'particle_position_z')\n",
        "Creating covering grid for ('stars', 'particle_velocity_x')\n",
        "Creating covering grid for ('stars', 'particle_velocity_y')\n",
        "Creating covering grid for ('stars', 'particle_velocity_z')\n",
        "Creating covering grid for ('young_stars', 'particle_mass')\n",
        "Creating covering grid for ('young_stars', 'particle_position_x')\n",
        "Creating covering grid for ('young_stars', 'particle_position_y')\n",
        "Creating covering grid for ('young_stars', 'particle_position_z')\n",
        "Creating covering grid for ('young_stars', 'particle_velocity_x')\n",
        "Creating covering grid for ('young_stars', 'particle_velocity_y')\n",
        "Creating covering grid for ('young_stars', 'particle_velocity_z')\n",
        "Creating covering grid for ('formed_stars', 'particle_mass')\n",
        "Creating covering grid for ('formed_stars', 'particle_position_x')\n",
        "Creating covering grid for ('formed_stars', 'particle_position_y')\n",
        "Creating covering grid for ('formed_stars', 'particle_position_z')\n",
        "Creating covering grid for ('formed_stars', 'particle_velocity_x')\n",
        "Creating covering grid for ('formed_stars', 'particle_velocity_y')\n",
        "Creating covering grid for ('formed_stars', 'particle_velocity_z')\n",
        "finished DD0137\n",
        "[stdout:4] \n",
        "finished DD0003\n",
        "finished DD0011\n",
        "finished DD0019\n",
        "finished DD0027\n",
        "finished DD0035\n",
        "finished DD0043\n",
        "finished DD0051\n",
        "finished DD0059\n",
        "finished DD0067\n",
        "finished DD0075\n",
        "finished DD0083\n",
        "finished DD0091\n",
        "finished DD0099\n",
        "Creating covering grid for ('gas', 'density')\n",
        "Creating covering grid for ('gas', 'thermal_energy')\n",
        "Creating covering grid for ('gas', 'velocity_x')\n",
        "Creating covering grid for ('gas', 'velocity_y')\n",
        "Creating covering grid for ('gas', 'velocity_z')\n",
        "Creating covering grid for ('gas', 'sfr_density')\n",
        "Creating covering grid for ('stars', 'particle_mass')\n",
        "Creating covering grid for ('stars', 'particle_position_x')\n",
        "Creating covering grid for ('stars', 'particle_position_y')\n",
        "Creating covering grid for ('stars', 'particle_position_z')\n",
        "Creating covering grid for ('stars', 'particle_velocity_x')\n",
        "Creating covering grid for ('stars', 'particle_velocity_y')\n",
        "Creating covering grid for ('stars', 'particle_velocity_z')\n",
        "Creating covering grid for ('young_stars', 'particle_mass')\n",
        "Creating covering grid for ('young_stars', 'particle_position_x')\n",
        "Creating covering grid for ('young_stars', 'particle_position_y')\n",
        "Creating covering grid for ('young_stars', 'particle_position_z')\n",
        "Creating covering grid for ('young_stars', 'particle_velocity_x')\n",
        "Creating covering grid for ('young_stars', 'particle_velocity_y')\n",
        "Creating covering grid for ('young_stars', 'particle_velocity_z')\n",
        "Creating covering grid for ('formed_stars', 'particle_mass')\n",
        "Creating covering grid for ('formed_stars', 'particle_position_x')\n",
        "Creating covering grid for ('formed_stars', 'particle_position_y')\n",
        "Creating covering grid for ('formed_stars', 'particle_position_z')\n",
        "Creating covering grid for ('formed_stars', 'particle_velocity_x')\n",
        "Creating covering grid for ('formed_stars', 'particle_velocity_y')\n",
        "Creating covering grid for ('formed_stars', 'particle_velocity_z')\n",
        "finished DD0107\n",
        "Creating covering grid for ('gas', 'density')\n",
        "Creating covering grid for ('gas', 'thermal_energy')\n",
        "Creating covering grid for ('gas', 'velocity_x')\n",
        "Creating covering grid for ('gas', 'velocity_y')\n",
        "Creating covering grid for ('gas', 'velocity_z')\n",
        "Creating covering grid for ('gas', 'sfr_density')\n",
        "Creating covering grid for ('stars', 'particle_mass')\n",
        "Creating covering grid for ('stars', 'particle_position_x')\n",
        "Creating covering grid for ('stars', 'particle_position_y')\n",
        "Creating covering grid for ('stars', 'particle_position_z')\n",
        "Creating covering grid for ('stars', 'particle_velocity_x')\n",
        "Creating covering grid for ('stars', 'particle_velocity_y')\n",
        "Creating covering grid for ('stars', 'particle_velocity_z')\n",
        "Creating covering grid for ('young_stars', 'particle_mass')\n",
        "Creating covering grid for ('young_stars', 'particle_position_x')\n",
        "Creating covering grid for ('young_stars', 'particle_position_y')\n",
        "Creating covering grid for ('young_stars', 'particle_position_z')\n",
        "Creating covering grid for ('young_stars', 'particle_velocity_x')\n",
        "Creating covering grid for ('young_stars', 'particle_velocity_y')\n",
        "Creating covering grid for ('young_stars', 'particle_velocity_z')\n",
        "Creating covering grid for ('formed_stars', 'particle_mass')\n",
        "Creating covering grid for ('formed_stars', 'particle_position_x')\n",
        "Creating covering grid for ('formed_stars', 'particle_position_y')\n",
        "Creating covering grid for ('formed_stars', 'particle_position_z')\n",
        "Creating covering grid for ('formed_stars', 'particle_velocity_x')\n",
        "Creating covering grid for ('formed_stars', 'particle_velocity_y')\n",
        "Creating covering grid for ('formed_stars', 'particle_velocity_z')\n",
        "finished DD0115\n",
        "Creating covering grid for ('gas', 'density')\n",
        "Creating covering grid for ('gas', 'thermal_energy')\n",
        "Creating covering grid for ('gas', 'velocity_x')\n",
        "Creating covering grid for ('gas', 'velocity_y')\n",
        "Creating covering grid for ('gas', 'velocity_z')\n",
        "Creating covering grid for ('gas', 'sfr_density')\n",
        "Creating covering grid for ('stars', 'particle_mass')\n",
        "Creating covering grid for ('stars', 'particle_position_x')\n",
        "Creating covering grid for ('stars', 'particle_position_y')\n",
        "Creating covering grid for ('stars', 'particle_position_z')\n",
        "Creating covering grid for ('stars', 'particle_velocity_x')\n",
        "Creating covering grid for ('stars', 'particle_velocity_y')\n",
        "Creating covering grid for ('stars', 'particle_velocity_z')\n",
        "Creating covering grid for ('young_stars', 'particle_mass')\n",
        "Creating covering grid for ('young_stars', 'particle_position_x')\n",
        "Creating covering grid for ('young_stars', 'particle_position_y')\n",
        "Creating covering grid for ('young_stars', 'particle_position_z')\n",
        "Creating covering grid for ('young_stars', 'particle_velocity_x')\n",
        "Creating covering grid for ('young_stars', 'particle_velocity_y')\n",
        "Creating covering grid for ('young_stars', 'particle_velocity_z')\n",
        "Creating covering grid for ('formed_stars', 'particle_mass')\n",
        "Creating covering grid for ('formed_stars', 'particle_position_x')\n",
        "Creating covering grid for ('formed_stars', 'particle_position_y')\n",
        "Creating covering grid for ('formed_stars', 'particle_position_z')\n",
        "Creating covering grid for ('formed_stars', 'particle_velocity_x')\n",
        "Creating covering grid for ('formed_stars', 'particle_velocity_y')\n",
        "Creating covering grid for ('formed_stars', 'particle_velocity_z')\n",
        "finished DD0123\n",
        "Creating covering grid for ('gas', 'density')\n",
        "Creating covering grid for ('gas', 'thermal_energy')\n",
        "Creating covering grid for ('gas', 'velocity_x')\n",
        "Creating covering grid for ('gas', 'velocity_y')\n",
        "Creating covering grid for ('gas', 'velocity_z')\n",
        "Creating covering grid for ('gas', 'sfr_density')\n",
        "Creating covering grid for ('stars', 'particle_mass')\n",
        "Creating covering grid for ('stars', 'particle_position_x')\n",
        "Creating covering grid for ('stars', 'particle_position_y')\n",
        "Creating covering grid for ('stars', 'particle_position_z')\n",
        "Creating covering grid for ('stars', 'particle_velocity_x')\n",
        "Creating covering grid for ('stars', 'particle_velocity_y')\n",
        "Creating covering grid for ('stars', 'particle_velocity_z')\n",
        "Creating covering grid for ('young_stars', 'particle_mass')\n",
        "Creating covering grid for ('young_stars', 'particle_position_x')\n",
        "Creating covering grid for ('young_stars', 'particle_position_y')\n",
        "Creating covering grid for ('young_stars', 'particle_position_z')\n",
        "Creating covering grid for ('young_stars', 'particle_velocity_x')\n",
        "Creating covering grid for ('young_stars', 'particle_velocity_y')\n",
        "Creating covering grid for ('young_stars', 'particle_velocity_z')\n",
        "Creating covering grid for ('formed_stars', 'particle_mass')\n",
        "Creating covering grid for ('formed_stars', 'particle_position_x')\n",
        "Creating covering grid for ('formed_stars', 'particle_position_y')\n",
        "Creating covering grid for ('formed_stars', 'particle_position_z')\n",
        "Creating covering grid for ('formed_stars', 'particle_velocity_x')\n",
        "Creating covering grid for ('formed_stars', 'particle_velocity_y')\n",
        "Creating covering grid for ('formed_stars', 'particle_velocity_z')\n",
        "finished DD0131\n",
        "Creating covering grid for ('gas', 'density')\n",
        "Creating covering grid for ('gas', 'thermal_energy')\n",
        "Creating covering grid for ('gas', 'velocity_x')\n",
        "Creating covering grid for ('gas', 'velocity_y')\n",
        "Creating covering grid for ('gas', 'velocity_z')\n",
        "Creating covering grid for ('gas', 'sfr_density')\n",
        "Creating covering grid for ('stars', 'particle_mass')\n",
        "Creating covering grid for ('stars', 'particle_position_x')\n",
        "Creating covering grid for ('stars', 'particle_position_y')\n",
        "Creating covering grid for ('stars', 'particle_position_z')\n",
        "Creating covering grid for ('stars', 'particle_velocity_x')\n",
        "Creating covering grid for ('stars', 'particle_velocity_y')\n",
        "Creating covering grid for ('stars', 'particle_velocity_z')\n",
        "Creating covering grid for ('young_stars', 'particle_mass')\n",
        "Creating covering grid for ('young_stars', 'particle_position_x')\n",
        "Creating covering grid for ('young_stars', 'particle_position_y')\n",
        "Creating covering grid for ('young_stars', 'particle_position_z')\n",
        "Creating covering grid for ('young_stars', 'particle_velocity_x')\n",
        "Creating covering grid for ('young_stars', 'particle_velocity_y')\n",
        "Creating covering grid for ('young_stars', 'particle_velocity_z')\n",
        "Creating covering grid for ('formed_stars', 'particle_mass')\n",
        "Creating covering grid for ('formed_stars', 'particle_position_x')\n",
        "Creating covering grid for ('formed_stars', 'particle_position_y')\n",
        "Creating covering grid for ('formed_stars', 'particle_position_z')\n",
        "Creating covering grid for ('formed_stars', 'particle_velocity_x')\n",
        "Creating covering grid for ('formed_stars', 'particle_velocity_y')\n",
        "Creating covering grid for ('formed_stars', 'particle_velocity_z')\n",
        "finished DD0139\n",
        "[stdout:5] \n",
        "finished DD0005\n",
        "finished DD0013\n",
        "finished DD0021\n",
        "finished DD0029\n",
        "finished DD0037\n",
        "finished DD0045\n",
        "finished DD0053\n",
        "finished DD0061\n",
        "finished DD0069\n",
        "finished DD0077\n",
        "finished DD0085\n",
        "finished DD0093\n",
        "Creating covering grid for ('gas', 'density')\n",
        "Creating covering grid for ('gas', 'thermal_energy')\n",
        "Creating covering grid for ('gas', 'velocity_x')\n",
        "Creating covering grid for ('gas', 'velocity_y')\n",
        "Creating covering grid for ('gas', 'velocity_z')\n",
        "Creating covering grid for ('gas', 'sfr_density')\n",
        "Creating covering grid for ('stars', 'particle_mass')\n",
        "Creating covering grid for ('stars', 'particle_position_x')\n",
        "Creating covering grid for ('stars', 'particle_position_y')\n",
        "Creating covering grid for ('stars', 'particle_position_z')\n",
        "Creating covering grid for ('stars', 'particle_velocity_x')\n",
        "Creating covering grid for ('stars', 'particle_velocity_y')\n",
        "Creating covering grid for ('stars', 'particle_velocity_z')\n",
        "Creating covering grid for ('young_stars', 'particle_mass')\n",
        "Creating covering grid for ('young_stars', 'particle_position_x')\n",
        "Creating covering grid for ('young_stars', 'particle_position_y')\n",
        "Creating covering grid for ('young_stars', 'particle_position_z')\n",
        "Creating covering grid for ('young_stars', 'particle_velocity_x')\n",
        "Creating covering grid for ('young_stars', 'particle_velocity_y')\n",
        "Creating covering grid for ('young_stars', 'particle_velocity_z')\n",
        "Creating covering grid for ('formed_stars', 'particle_mass')\n",
        "Creating covering grid for ('formed_stars', 'particle_position_x')\n",
        "Creating covering grid for ('formed_stars', 'particle_position_y')\n",
        "Creating covering grid for ('formed_stars', 'particle_position_z')\n",
        "Creating covering grid for ('formed_stars', 'particle_velocity_x')\n",
        "Creating covering grid for ('formed_stars', 'particle_velocity_y')\n",
        "Creating covering grid for ('formed_stars', 'particle_velocity_z')\n",
        "finished DD0101\n",
        "Creating covering grid for ('gas', 'density')\n",
        "Creating covering grid for ('gas', 'thermal_energy')\n",
        "Creating covering grid for ('gas', 'velocity_x')\n",
        "Creating covering grid for ('gas', 'velocity_y')\n",
        "Creating covering grid for ('gas', 'velocity_z')\n",
        "Creating covering grid for ('gas', 'sfr_density')\n",
        "Creating covering grid for ('stars', 'particle_mass')\n",
        "Creating covering grid for ('stars', 'particle_position_x')\n",
        "Creating covering grid for ('stars', 'particle_position_y')\n",
        "Creating covering grid for ('stars', 'particle_position_z')\n",
        "Creating covering grid for ('stars', 'particle_velocity_x')\n",
        "Creating covering grid for ('stars', 'particle_velocity_y')\n",
        "Creating covering grid for ('stars', 'particle_velocity_z')\n",
        "Creating covering grid for ('young_stars', 'particle_mass')\n",
        "Creating covering grid for ('young_stars', 'particle_position_x')\n",
        "Creating covering grid for ('young_stars', 'particle_position_y')\n",
        "Creating covering grid for ('young_stars', 'particle_position_z')\n",
        "Creating covering grid for ('young_stars', 'particle_velocity_x')\n",
        "Creating covering grid for ('young_stars', 'particle_velocity_y')\n",
        "Creating covering grid for ('young_stars', 'particle_velocity_z')\n",
        "Creating covering grid for ('formed_stars', 'particle_mass')\n",
        "Creating covering grid for ('formed_stars', 'particle_position_x')\n",
        "Creating covering grid for ('formed_stars', 'particle_position_y')\n",
        "Creating covering grid for ('formed_stars', 'particle_position_z')\n",
        "Creating covering grid for ('formed_stars', 'particle_velocity_x')\n",
        "Creating covering grid for ('formed_stars', 'particle_velocity_y')\n",
        "Creating covering grid for ('formed_stars', 'particle_velocity_z')\n",
        "finished DD0109\n",
        "Creating covering grid for ('gas', 'density')\n",
        "Creating covering grid for ('gas', 'thermal_energy')\n",
        "Creating covering grid for ('gas', 'velocity_x')\n",
        "Creating covering grid for ('gas', 'velocity_y')\n",
        "Creating covering grid for ('gas', 'velocity_z')\n",
        "Creating covering grid for ('gas', 'sfr_density')\n",
        "Creating covering grid for ('stars', 'particle_mass')\n",
        "Creating covering grid for ('stars', 'particle_position_x')\n",
        "Creating covering grid for ('stars', 'particle_position_y')\n",
        "Creating covering grid for ('stars', 'particle_position_z')\n",
        "Creating covering grid for ('stars', 'particle_velocity_x')\n",
        "Creating covering grid for ('stars', 'particle_velocity_y')\n",
        "Creating covering grid for ('stars', 'particle_velocity_z')\n",
        "Creating covering grid for ('young_stars', 'particle_mass')\n",
        "Creating covering grid for ('young_stars', 'particle_position_x')\n",
        "Creating covering grid for ('young_stars', 'particle_position_y')\n",
        "Creating covering grid for ('young_stars', 'particle_position_z')\n",
        "Creating covering grid for ('young_stars', 'particle_velocity_x')\n",
        "Creating covering grid for ('young_stars', 'particle_velocity_y')\n",
        "Creating covering grid for ('young_stars', 'particle_velocity_z')\n",
        "Creating covering grid for ('formed_stars', 'particle_mass')\n",
        "Creating covering grid for ('formed_stars', 'particle_position_x')\n",
        "Creating covering grid for ('formed_stars', 'particle_position_y')\n",
        "Creating covering grid for ('formed_stars', 'particle_position_z')\n",
        "Creating covering grid for ('formed_stars', 'particle_velocity_x')\n",
        "Creating covering grid for ('formed_stars', 'particle_velocity_y')\n",
        "Creating covering grid for ('formed_stars', 'particle_velocity_z')\n",
        "finished DD0117\n",
        "Creating covering grid for ('gas', 'density')\n",
        "Creating covering grid for ('gas', 'thermal_energy')\n",
        "Creating covering grid for ('gas', 'velocity_x')\n",
        "Creating covering grid for ('gas', 'velocity_y')\n",
        "Creating covering grid for ('gas', 'velocity_z')\n",
        "Creating covering grid for ('gas', 'sfr_density')\n",
        "Creating covering grid for ('stars', 'particle_mass')\n",
        "Creating covering grid for ('stars', 'particle_position_x')\n",
        "Creating covering grid for ('stars', 'particle_position_y')\n",
        "Creating covering grid for ('stars', 'particle_position_z')\n",
        "Creating covering grid for ('stars', 'particle_velocity_x')\n",
        "Creating covering grid for ('stars', 'particle_velocity_y')\n",
        "Creating covering grid for ('stars', 'particle_velocity_z')\n",
        "Creating covering grid for ('young_stars', 'particle_mass')\n",
        "Creating covering grid for ('young_stars', 'particle_position_x')\n",
        "Creating covering grid for ('young_stars', 'particle_position_y')\n",
        "Creating covering grid for ('young_stars', 'particle_position_z')\n",
        "Creating covering grid for ('young_stars', 'particle_velocity_x')\n",
        "Creating covering grid for ('young_stars', 'particle_velocity_y')\n",
        "Creating covering grid for ('young_stars', 'particle_velocity_z')\n",
        "Creating covering grid for ('formed_stars', 'particle_mass')\n",
        "Creating covering grid for ('formed_stars', 'particle_position_x')\n",
        "Creating covering grid for ('formed_stars', 'particle_position_y')\n",
        "Creating covering grid for ('formed_stars', 'particle_position_z')\n",
        "Creating covering grid for ('formed_stars', 'particle_velocity_x')\n",
        "Creating covering grid for ('formed_stars', 'particle_velocity_y')\n",
        "Creating covering grid for ('formed_stars', 'particle_velocity_z')\n",
        "finished DD0125\n",
        "Creating covering grid for ('gas', 'density')\n",
        "Creating covering grid for ('gas', 'thermal_energy')\n",
        "Creating covering grid for ('gas', 'velocity_x')\n",
        "Creating covering grid for ('gas', 'velocity_y')\n",
        "Creating covering grid for ('gas', 'velocity_z')\n",
        "Creating covering grid for ('gas', 'sfr_density')\n",
        "Creating covering grid for ('stars', 'particle_mass')\n",
        "Creating covering grid for ('stars', 'particle_position_x')\n",
        "Creating covering grid for ('stars', 'particle_position_y')\n",
        "Creating covering grid for ('stars', 'particle_position_z')\n",
        "Creating covering grid for ('stars', 'particle_velocity_x')\n",
        "Creating covering grid for ('stars', 'particle_velocity_y')\n",
        "Creating covering grid for ('stars', 'particle_velocity_z')\n",
        "Creating covering grid for ('young_stars', 'particle_mass')\n",
        "Creating covering grid for ('young_stars', 'particle_position_x')\n",
        "Creating covering grid for ('young_stars', 'particle_position_y')\n",
        "Creating covering grid for ('young_stars', 'particle_position_z')\n",
        "Creating covering grid for ('young_stars', 'particle_velocity_x')\n",
        "Creating covering grid for ('young_stars', 'particle_velocity_y')\n",
        "Creating covering grid for ('young_stars', 'particle_velocity_z')\n",
        "Creating covering grid for ('formed_stars', 'particle_mass')\n",
        "Creating covering grid for ('formed_stars', 'particle_position_x')\n",
        "Creating covering grid for ('formed_stars', 'particle_position_y')\n",
        "Creating covering grid for ('formed_stars', 'particle_position_z')\n",
        "Creating covering grid for ('formed_stars', 'particle_velocity_x')\n",
        "Creating covering grid for ('formed_stars', 'particle_velocity_y')\n",
        "Creating covering grid for ('formed_stars', 'particle_velocity_z')\n",
        "finished DD0133\n",
        "[stdout:6] \n",
        "finished DD0004\n",
        "finished DD0012\n",
        "finished DD0020\n",
        "finished DD0028\n",
        "finished DD0036\n",
        "finished DD0044\n",
        "finished DD0052\n",
        "finished DD0060\n",
        "finished DD0068\n",
        "finished DD0076\n",
        "finished DD0084\n",
        "finished DD0092\n",
        "finished DD0100\n",
        "Creating covering grid for ('gas', 'density')\n",
        "Creating covering grid for ('gas', 'thermal_energy')\n",
        "Creating covering grid for ('gas', 'velocity_x')\n",
        "Creating covering grid for ('gas', 'velocity_y')\n",
        "Creating covering grid for ('gas', 'velocity_z')\n",
        "Creating covering grid for ('gas', 'sfr_density')\n",
        "Creating covering grid for ('stars', 'particle_mass')\n",
        "Creating covering grid for ('stars', 'particle_position_x')\n",
        "Creating covering grid for ('stars', 'particle_position_y')\n",
        "Creating covering grid for ('stars', 'particle_position_z')\n",
        "Creating covering grid for ('stars', 'particle_velocity_x')\n",
        "Creating covering grid for ('stars', 'particle_velocity_y')\n",
        "Creating covering grid for ('stars', 'particle_velocity_z')\n",
        "Creating covering grid for ('young_stars', 'particle_mass')\n",
        "Creating covering grid for ('young_stars', 'particle_position_x')\n",
        "Creating covering grid for ('young_stars', 'particle_position_y')\n",
        "Creating covering grid for ('young_stars', 'particle_position_z')\n",
        "Creating covering grid for ('young_stars', 'particle_velocity_x')\n",
        "Creating covering grid for ('young_stars', 'particle_velocity_y')\n",
        "Creating covering grid for ('young_stars', 'particle_velocity_z')\n",
        "Creating covering grid for ('formed_stars', 'particle_mass')\n",
        "Creating covering grid for ('formed_stars', 'particle_position_x')\n",
        "Creating covering grid for ('formed_stars', 'particle_position_y')\n",
        "Creating covering grid for ('formed_stars', 'particle_position_z')\n",
        "Creating covering grid for ('formed_stars', 'particle_velocity_x')\n",
        "Creating covering grid for ('formed_stars', 'particle_velocity_y')\n",
        "Creating covering grid for ('formed_stars', 'particle_velocity_z')\n",
        "finished DD0108\n",
        "Creating covering grid for ('gas', 'density')\n",
        "Creating covering grid for ('gas', 'thermal_energy')\n",
        "Creating covering grid for ('gas', 'velocity_x')\n",
        "Creating covering grid for ('gas', 'velocity_y')\n",
        "Creating covering grid for ('gas', 'velocity_z')\n",
        "Creating covering grid for ('gas', 'sfr_density')\n",
        "Creating covering grid for ('stars', 'particle_mass')\n",
        "Creating covering grid for ('stars', 'particle_position_x')\n",
        "Creating covering grid for ('stars', 'particle_position_y')\n",
        "Creating covering grid for ('stars', 'particle_position_z')\n",
        "Creating covering grid for ('stars', 'particle_velocity_x')\n",
        "Creating covering grid for ('stars', 'particle_velocity_y')\n",
        "Creating covering grid for ('stars', 'particle_velocity_z')\n",
        "Creating covering grid for ('young_stars', 'particle_mass')\n",
        "Creating covering grid for ('young_stars', 'particle_position_x')\n",
        "Creating covering grid for ('young_stars', 'particle_position_y')\n",
        "Creating covering grid for ('young_stars', 'particle_position_z')\n",
        "Creating covering grid for ('young_stars', 'particle_velocity_x')\n",
        "Creating covering grid for ('young_stars', 'particle_velocity_y')\n",
        "Creating covering grid for ('young_stars', 'particle_velocity_z')\n",
        "Creating covering grid for ('formed_stars', 'particle_mass')\n",
        "Creating covering grid for ('formed_stars', 'particle_position_x')\n",
        "Creating covering grid for ('formed_stars', 'particle_position_y')\n",
        "Creating covering grid for ('formed_stars', 'particle_position_z')\n",
        "Creating covering grid for ('formed_stars', 'particle_velocity_x')\n",
        "Creating covering grid for ('formed_stars', 'particle_velocity_y')\n",
        "Creating covering grid for ('formed_stars', 'particle_velocity_z')\n",
        "finished DD0116\n",
        "Creating covering grid for ('gas', 'density')\n",
        "Creating covering grid for ('gas', 'thermal_energy')\n",
        "Creating covering grid for ('gas', 'velocity_x')\n",
        "Creating covering grid for ('gas', 'velocity_y')\n",
        "Creating covering grid for ('gas', 'velocity_z')\n",
        "Creating covering grid for ('gas', 'sfr_density')\n",
        "Creating covering grid for ('stars', 'particle_mass')\n",
        "Creating covering grid for ('stars', 'particle_position_x')\n",
        "Creating covering grid for ('stars', 'particle_position_y')\n",
        "Creating covering grid for ('stars', 'particle_position_z')\n",
        "Creating covering grid for ('stars', 'particle_velocity_x')\n",
        "Creating covering grid for ('stars', 'particle_velocity_y')\n",
        "Creating covering grid for ('stars', 'particle_velocity_z')\n",
        "Creating covering grid for ('young_stars', 'particle_mass')\n",
        "Creating covering grid for ('young_stars', 'particle_position_x')\n",
        "Creating covering grid for ('young_stars', 'particle_position_y')\n",
        "Creating covering grid for ('young_stars', 'particle_position_z')\n",
        "Creating covering grid for ('young_stars', 'particle_velocity_x')\n",
        "Creating covering grid for ('young_stars', 'particle_velocity_y')\n",
        "Creating covering grid for ('young_stars', 'particle_velocity_z')\n",
        "Creating covering grid for ('formed_stars', 'particle_mass')\n",
        "Creating covering grid for ('formed_stars', 'particle_position_x')\n",
        "Creating covering grid for ('formed_stars', 'particle_position_y')\n",
        "Creating covering grid for ('formed_stars', 'particle_position_z')\n",
        "Creating covering grid for ('formed_stars', 'particle_velocity_x')\n",
        "Creating covering grid for ('formed_stars', 'particle_velocity_y')\n",
        "Creating covering grid for ('formed_stars', 'particle_velocity_z')\n",
        "finished DD0124\n",
        "Creating covering grid for ('gas', 'density')\n",
        "Creating covering grid for ('gas', 'thermal_energy')\n",
        "Creating covering grid for ('gas', 'velocity_x')\n",
        "Creating covering grid for ('gas', 'velocity_y')\n",
        "Creating covering grid for ('gas', 'velocity_z')\n",
        "Creating covering grid for ('gas', 'sfr_density')\n",
        "Creating covering grid for ('stars', 'particle_mass')\n",
        "Creating covering grid for ('stars', 'particle_position_x')\n",
        "Creating covering grid for ('stars', 'particle_position_y')\n",
        "Creating covering grid for ('stars', 'particle_position_z')\n",
        "Creating covering grid for ('stars', 'particle_velocity_x')\n",
        "Creating covering grid for ('stars', 'particle_velocity_y')\n",
        "Creating covering grid for ('stars', 'particle_velocity_z')\n",
        "Creating covering grid for ('young_stars', 'particle_mass')\n",
        "Creating covering grid for ('young_stars', 'particle_position_x')\n",
        "Creating covering grid for ('young_stars', 'particle_position_y')\n",
        "Creating covering grid for ('young_stars', 'particle_position_z')\n",
        "Creating covering grid for ('young_stars', 'particle_velocity_x')\n",
        "Creating covering grid for ('young_stars', 'particle_velocity_y')\n",
        "Creating covering grid for ('young_stars', 'particle_velocity_z')\n",
        "Creating covering grid for ('formed_stars', 'particle_mass')\n",
        "Creating covering grid for ('formed_stars', 'particle_position_x')\n",
        "Creating covering grid for ('formed_stars', 'particle_position_y')\n",
        "Creating covering grid for ('formed_stars', 'particle_position_z')\n",
        "Creating covering grid for ('formed_stars', 'particle_velocity_x')\n",
        "Creating covering grid for ('formed_stars', 'particle_velocity_y')\n",
        "Creating covering grid for ('formed_stars', 'particle_velocity_z')\n",
        "finished DD0132\n",
        "Creating covering grid for ('gas', 'density')\n",
        "Creating covering grid for ('gas', 'thermal_energy')\n",
        "Creating covering grid for ('gas', 'velocity_x')\n",
        "Creating covering grid for ('gas', 'velocity_y')\n",
        "Creating covering grid for ('gas', 'velocity_z')\n",
        "Creating covering grid for ('gas', 'sfr_density')\n",
        "Creating covering grid for ('stars', 'particle_mass')\n",
        "Creating covering grid for ('stars', 'particle_position_x')\n",
        "Creating covering grid for ('stars', 'particle_position_y')\n",
        "Creating covering grid for ('stars', 'particle_position_z')\n",
        "Creating covering grid for ('stars', 'particle_velocity_x')\n",
        "Creating covering grid for ('stars', 'particle_velocity_y')\n",
        "Creating covering grid for ('stars', 'particle_velocity_z')\n",
        "Creating covering grid for ('young_stars', 'particle_mass')\n",
        "Creating covering grid for ('young_stars', 'particle_position_x')\n",
        "Creating covering grid for ('young_stars', 'particle_position_y')\n",
        "Creating covering grid for ('young_stars', 'particle_position_z')\n",
        "Creating covering grid for ('young_stars', 'particle_velocity_x')\n",
        "Creating covering grid for ('young_stars', 'particle_velocity_y')\n",
        "Creating covering grid for ('young_stars', 'particle_velocity_z')\n",
        "Creating covering grid for ('formed_stars', 'particle_mass')\n",
        "Creating covering grid for ('formed_stars', 'particle_position_x')\n",
        "Creating covering grid for ('formed_stars', 'particle_position_y')\n",
        "Creating covering grid for ('formed_stars', 'particle_position_z')\n",
        "Creating covering grid for ('formed_stars', 'particle_velocity_x')\n",
        "Creating covering grid for ('formed_stars', 'particle_velocity_y')\n",
        "Creating covering grid for ('formed_stars', 'particle_velocity_z')\n",
        "finished DD0140\n",
        "[stdout:7] \n",
        "finished DD0002\n",
        "finished DD0010\n",
        "finished DD0018\n",
        "finished DD0026\n",
        "finished DD0034\n",
        "finished DD0042\n",
        "finished DD0050\n",
        "finished DD0058\n",
        "finished DD0066\n",
        "finished DD0074\n",
        "finished DD0082\n",
        "finished DD0090\n",
        "finished DD0098\n",
        "Creating covering grid for ('gas', 'density')\n",
        "Creating covering grid for ('gas', 'thermal_energy')\n",
        "Creating covering grid for ('gas', 'velocity_x')\n",
        "Creating covering grid for ('gas', 'velocity_y')\n",
        "Creating covering grid for ('gas', 'velocity_z')\n",
        "Creating covering grid for ('gas', 'sfr_density')\n",
        "Creating covering grid for ('stars', 'particle_mass')\n",
        "Creating covering grid for ('stars', 'particle_position_x')\n",
        "Creating covering grid for ('stars', 'particle_position_y')\n",
        "Creating covering grid for ('stars', 'particle_position_z')\n",
        "Creating covering grid for ('stars', 'particle_velocity_x')\n",
        "Creating covering grid for ('stars', 'particle_velocity_y')\n",
        "Creating covering grid for ('stars', 'particle_velocity_z')\n",
        "Creating covering grid for ('young_stars', 'particle_mass')\n",
        "Creating covering grid for ('young_stars', 'particle_position_x')\n",
        "Creating covering grid for ('young_stars', 'particle_position_y')\n",
        "Creating covering grid for ('young_stars', 'particle_position_z')\n",
        "Creating covering grid for ('young_stars', 'particle_velocity_x')\n",
        "Creating covering grid for ('young_stars', 'particle_velocity_y')\n",
        "Creating covering grid for ('young_stars', 'particle_velocity_z')\n",
        "Creating covering grid for ('formed_stars', 'particle_mass')\n",
        "Creating covering grid for ('formed_stars', 'particle_position_x')\n",
        "Creating covering grid for ('formed_stars', 'particle_position_y')\n",
        "Creating covering grid for ('formed_stars', 'particle_position_z')\n",
        "Creating covering grid for ('formed_stars', 'particle_velocity_x')\n",
        "Creating covering grid for ('formed_stars', 'particle_velocity_y')\n",
        "Creating covering grid for ('formed_stars', 'particle_velocity_z')\n",
        "finished DD0106\n",
        "Creating covering grid for ('gas', 'density')\n",
        "Creating covering grid for ('gas', 'thermal_energy')\n",
        "Creating covering grid for ('gas', 'velocity_x')\n",
        "Creating covering grid for ('gas', 'velocity_y')\n",
        "Creating covering grid for ('gas', 'velocity_z')\n",
        "Creating covering grid for ('gas', 'sfr_density')\n",
        "Creating covering grid for ('stars', 'particle_mass')\n",
        "Creating covering grid for ('stars', 'particle_position_x')\n",
        "Creating covering grid for ('stars', 'particle_position_y')\n",
        "Creating covering grid for ('stars', 'particle_position_z')\n",
        "Creating covering grid for ('stars', 'particle_velocity_x')\n",
        "Creating covering grid for ('stars', 'particle_velocity_y')\n",
        "Creating covering grid for ('stars', 'particle_velocity_z')\n",
        "Creating covering grid for ('young_stars', 'particle_mass')\n",
        "Creating covering grid for ('young_stars', 'particle_position_x')\n",
        "Creating covering grid for ('young_stars', 'particle_position_y')\n",
        "Creating covering grid for ('young_stars', 'particle_position_z')\n",
        "Creating covering grid for ('young_stars', 'particle_velocity_x')\n",
        "Creating covering grid for ('young_stars', 'particle_velocity_y')\n",
        "Creating covering grid for ('young_stars', 'particle_velocity_z')\n",
        "Creating covering grid for ('formed_stars', 'particle_mass')\n",
        "Creating covering grid for ('formed_stars', 'particle_position_x')\n",
        "Creating covering grid for ('formed_stars', 'particle_position_y')\n",
        "Creating covering grid for ('formed_stars', 'particle_position_z')\n",
        "Creating covering grid for ('formed_stars', 'particle_velocity_x')\n",
        "Creating covering grid for ('formed_stars', 'particle_velocity_y')\n",
        "Creating covering grid for ('formed_stars', 'particle_velocity_z')\n",
        "finished DD0114\n",
        "Creating covering grid for ('gas', 'density')\n",
        "Creating covering grid for ('gas', 'thermal_energy')\n",
        "Creating covering grid for ('gas', 'velocity_x')\n",
        "Creating covering grid for ('gas', 'velocity_y')\n",
        "Creating covering grid for ('gas', 'velocity_z')\n",
        "Creating covering grid for ('gas', 'sfr_density')\n",
        "Creating covering grid for ('stars', 'particle_mass')\n",
        "Creating covering grid for ('stars', 'particle_position_x')\n",
        "Creating covering grid for ('stars', 'particle_position_y')\n",
        "Creating covering grid for ('stars', 'particle_position_z')\n",
        "Creating covering grid for ('stars', 'particle_velocity_x')\n",
        "Creating covering grid for ('stars', 'particle_velocity_y')\n",
        "Creating covering grid for ('stars', 'particle_velocity_z')\n",
        "Creating covering grid for ('young_stars', 'particle_mass')\n",
        "Creating covering grid for ('young_stars', 'particle_position_x')\n",
        "Creating covering grid for ('young_stars', 'particle_position_y')\n",
        "Creating covering grid for ('young_stars', 'particle_position_z')\n",
        "Creating covering grid for ('young_stars', 'particle_velocity_x')\n",
        "Creating covering grid for ('young_stars', 'particle_velocity_y')\n",
        "Creating covering grid for ('young_stars', 'particle_velocity_z')\n",
        "Creating covering grid for ('formed_stars', 'particle_mass')\n",
        "Creating covering grid for ('formed_stars', 'particle_position_x')\n",
        "Creating covering grid for ('formed_stars', 'particle_position_y')\n",
        "Creating covering grid for ('formed_stars', 'particle_position_z')\n",
        "Creating covering grid for ('formed_stars', 'particle_velocity_x')\n",
        "Creating covering grid for ('formed_stars', 'particle_velocity_y')\n",
        "Creating covering grid for ('formed_stars', 'particle_velocity_z')\n",
        "finished DD0122\n",
        "Creating covering grid for ('gas', 'density')\n",
        "Creating covering grid for ('gas', 'thermal_energy')\n",
        "Creating covering grid for ('gas', 'velocity_x')\n",
        "Creating covering grid for ('gas', 'velocity_y')\n",
        "Creating covering grid for ('gas', 'velocity_z')\n",
        "Creating covering grid for ('gas', 'sfr_density')\n",
        "Creating covering grid for ('stars', 'particle_mass')\n",
        "Creating covering grid for ('stars', 'particle_position_x')\n",
        "Creating covering grid for ('stars', 'particle_position_y')\n",
        "Creating covering grid for ('stars', 'particle_position_z')\n",
        "Creating covering grid for ('stars', 'particle_velocity_x')\n",
        "Creating covering grid for ('stars', 'particle_velocity_y')\n",
        "Creating covering grid for ('stars', 'particle_velocity_z')\n",
        "Creating covering grid for ('young_stars', 'particle_mass')\n",
        "Creating covering grid for ('young_stars', 'particle_position_x')\n",
        "Creating covering grid for ('young_stars', 'particle_position_y')\n",
        "Creating covering grid for ('young_stars', 'particle_position_z')\n",
        "Creating covering grid for ('young_stars', 'particle_velocity_x')\n",
        "Creating covering grid for ('young_stars', 'particle_velocity_y')\n",
        "Creating covering grid for ('young_stars', 'particle_velocity_z')\n",
        "Creating covering grid for ('formed_stars', 'particle_mass')\n",
        "Creating covering grid for ('formed_stars', 'particle_position_x')\n",
        "Creating covering grid for ('formed_stars', 'particle_position_y')\n",
        "Creating covering grid for ('formed_stars', 'particle_position_z')\n",
        "Creating covering grid for ('formed_stars', 'particle_velocity_x')\n",
        "Creating covering grid for ('formed_stars', 'particle_velocity_y')\n",
        "Creating covering grid for ('formed_stars', 'particle_velocity_z')\n",
        "finished DD0130\n",
        "Creating covering grid for ('gas', 'density')\n",
        "Creating covering grid for ('gas', 'thermal_energy')\n",
        "Creating covering grid for ('gas', 'velocity_x')\n",
        "Creating covering grid for ('gas', 'velocity_y')\n",
        "Creating covering grid for ('gas', 'velocity_z')\n",
        "Creating covering grid for ('gas', 'sfr_density')\n",
        "Creating covering grid for ('stars', 'particle_mass')\n",
        "Creating covering grid for ('stars', 'particle_position_x')\n",
        "Creating covering grid for ('stars', 'particle_position_y')\n",
        "Creating covering grid for ('stars', 'particle_position_z')\n",
        "Creating covering grid for ('stars', 'particle_velocity_x')\n",
        "Creating covering grid for ('stars', 'particle_velocity_y')\n",
        "Creating covering grid for ('stars', 'particle_velocity_z')\n",
        "Creating covering grid for ('young_stars', 'particle_mass')\n",
        "Creating covering grid for ('young_stars', 'particle_position_x')\n",
        "Creating covering grid for ('young_stars', 'particle_position_y')\n",
        "Creating covering grid for ('young_stars', 'particle_position_z')\n",
        "Creating covering grid for ('young_stars', 'particle_velocity_x')\n",
        "Creating covering grid for ('young_stars', 'particle_velocity_y')\n",
        "Creating covering grid for ('young_stars', 'particle_velocity_z')\n",
        "Creating covering grid for ('formed_stars', 'particle_mass')\n",
        "Creating covering grid for ('formed_stars', 'particle_position_x')\n",
        "Creating covering grid for ('formed_stars', 'particle_position_y')\n",
        "Creating covering grid for ('formed_stars', 'particle_position_z')\n",
        "Creating covering grid for ('formed_stars', 'particle_velocity_x')\n",
        "Creating covering grid for ('formed_stars', 'particle_velocity_y')\n",
        "Creating covering grid for ('formed_stars', 'particle_velocity_z')\n",
        "finished DD0138\n"
       ]
      }
     ],
     "prompt_number": 20
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "%autopx"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "%autopx disabled\n"
       ]
      }
     ],
     "prompt_number": 21
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "----------------------------------\n",
      "\n",
      "Down here are some utility cells that we can use to look at the data after it's been saved to the hdf5 files."
     ]
    },
    {
     "cell_type": "raw",
     "metadata": {},
     "source": [
      "%matplotlib inline\n",
      "from matplotlib import pyplot as plt\n",
      "from matplotlib.colors import LogNorm\n",
      "\n",
      "fig, ax = plt.subplots()\n",
      "\n",
      "fig.set_size_inches(10, 8)\n",
      "\n",
      "with h5py.File('./nofeedback/covering_grids/DD0099_covering_grid.h5') as f:\n",
      "    im = ax.imshow(np.sum(f['gas/sfr_density'][:], axis=-1), norm=LogNorm())\n",
      "    cb = fig.colorbar(im)"
     ]
    }
   ],
   "metadata": {}
  }
 ]
}