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Created November 5, 2014 06:32
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{
"metadata": {
"kernelspec": {
"codemirror_mode": {
"name": "ipython",
"version": 2
},
"display_name": "IPython (Python 2)",
"language": "python",
"name": "python2"
},
"name": "",
"signature": "sha256:a7fd5c3a626afcfd541359224ad4156e9bb82227f7a338732c454b5f00414229"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "code",
"collapsed": false,
"input": [
"%matplotlib inline\n",
"import yt\n",
"import matplotlib.pyplot as plt\n",
"from mpl_toolkits.axes_grid1 import AxesGrid\n",
"\n",
"# fractional=True keyword -- divide the profile data by the sum.\n",
"fns = [ \"Enzo_64/DD0030/data0030\", \"Enzo_64/DD0040/data0040\"]\n",
"\n",
"fig = plt.figure()\n",
"grid = AxesGrid(fig, (0.075,0.075,0.85,0.85),\n",
" nrows_ncols = (1, 1),\n",
" axes_pad = 0.05,\n",
" label_mode = \"L\",\n",
" share_all = True,\n",
" cbar_location=\"right\",\n",
" cbar_mode=\"single\",\n",
" cbar_size=\"3%\",\n",
" cbar_pad=\"0%\")\n",
"fig.suptitle(\"Gas Phase\")\n",
"\n",
"for i, fn in enumerate(fns[:1]):\n",
" ds = yt.load(fn)\n",
" ad = ds.all_data()\n",
" p = yt.PhasePlot(ad, \"density\", \"temperature\", \"cell_mass\", x_bins=256, y_bins=256, weight_field=None, fractional=True)\n",
" #p.set_log('density', False)\n",
" #p.set_log('temperature', False)\n",
" plot = p.plots['cell_mass']\n",
" if i % 2 == 0:\n",
" ptype = \"Gas phase ${H_2}$ cooling \"\n",
" else:\n",
" ptype = \"Gas phase Standard cooling \"\n",
" zStr = ptype + \"z = %.1f\" % ds.current_redshift\n",
" plot.figure = fig\n",
" plot.axes = grid[i].axes\n",
" plot.cax = grid.cbar_axes[i]\n",
"\n",
" #p['cell_mass'].axes.set_title(zStr, fontsize=20)\n",
" \n",
" p._setup_plots()\n",
" p.plots['cell_mass'].axes.set_aspect(1e-35)\n",
"\n",
"plt.show()\n"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {
"png": {
"height": 613,
"width": 207
}
},
"output_type": "display_data",
"png": 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l5qUd568GPIeyWsFdwH6ZeclAYqs5vU5ELKT0stgauB+wHqUPOsBt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\nY2A7OneUvYKMK++JSDCznxCLjr3e3W9NS95fQay/9SqgyGK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nrzcC/wPDuTbPAL5E9APP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\nQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x1086bc3d0>"
]
}
],
"prompt_number": 19
},
{
"cell_type": "code",
"collapsed": false,
"input": [],
"language": "python",
"metadata": {},
"outputs": []
}
],
"metadata": {}
}
]
}
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