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Created August 31, 2016 15:10
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Raw
{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
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\"><br>"
],
"text/plain": [
"<yt.visualization.profile_plotter.PhasePlot at 0x159423750>"
]
},
"execution_count": 1,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import yt\n",
"from yt.visualization.color_maps import yt_colormaps\n",
"\n",
"ds = yt.load('IsolatedGalaxy/galaxy0030/galaxy0030')\n",
"\n",
"plot = yt.PhasePlot(ds.all_data(), 'density', 'temperature', 'cell_mass', weight_field=None)\n",
"\n",
"cmap = yt_colormaps['arbre']\n",
"bottom_color = cmap(0)\n",
"cmap.set_bad(bottom_color)\n",
"plot.set_cmap('cell_mass', cmap)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Unfortunately it looks like we also need to set the background color, which there isn't an easy interface for right now. Depending on how you've set up your plot, you might not need to do this step:"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"mpl_plot = plot.plots['cell_mass']"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"mpl_plot.axes.set_axis_bgcolor(bottom_color)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
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\"><br>"
],
"text/plain": [
"<yt.visualization.profile_plotter.PhasePlot at 0x159423750>"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"plot"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 2",
"language": "python",
"name": "python2"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 2
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython2",
"version": "2.7.11"
}
},
"nbformat": 4,
"nbformat_minor": 1
}
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