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Created January 22, 2018 16:47
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/usr/local/lib/python3.6/site-packages/h5py/__init__.py:36: FutureWarning: Conversion of the second argument of issubdtype from `float` to `np.floating` is deprecated. In future, it will be treated as `np.float64 == np.dtype(float).type`.\n",
" from ._conv import register_converters as _register_converters\n"
]
}
],
"source": [
"import yt\n",
"\n",
"ds = yt.load('IsolatedGalaxy/galaxy0030/galaxy0030')"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"p = yt.ProjectionPlot(ds, 2, ('gas', 'density'), width=(20, 'kpc'))"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"image = p.frb['gas', 'density']"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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FZOK0YOO15YbzcD4hlDYdlqF2XmvvVYSjzvpIELkY5X6H/cq9F02jf0NLn821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sVHfQ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\nMp/cRxG+YgAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"%matplotlib inline\n",
"from matplotlib import pyplot as plt\n",
"from matplotlib.colors import LogNorm\n",
"\n",
"import numpy as np\n",
"\n",
"# need to cast to ndarray to avoid a matplotlib bug\n",
"plt.imshow(np.array(image), norm=LogNorm(), origin='lower', extent=p.xlim + p.ylim, vmin=2e-4, vmax=1.2e-2)\n",
"plt.xlabel('x (code units)')\n",
"plt.ylabel('y (code units)')\n",
"cb = plt.colorbar()\n",
"cb.set_label(r'Gas Column Density ($\\rm{g}/\\rm{cm}^2$)')"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.colorbar.Colorbar at 0x10fd71828>"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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KZo3DEALhLTJUKs6pbvA6Ow0l5+Z9i65vkRPmPOfMgLbm9FSrXPO2eO7Jht8r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\n07xulmbIFwdfG9Ya1gsSb8e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TRQl9pQbFMGFz3wRri9OsDp2CLAQuXbDkFWMl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\nMIycmMI0DMPIiSlMwzCMnPw/MJXhP9/NRIkAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# The same but scaled by an arbitrary factor and with values below a threshold set to the threshold value\n",
"\n",
"new_image = image.copy()*3\n",
"new_image[new_image < 2e-3] = 2e-3\n",
"\n",
"# need to cast to ndarray to avoid a matplotlib bug\n",
"plt.imshow(np.array(new_image), norm=LogNorm(), origin='lower', extent=p.xlim + p.ylim, vmin=2e-4, vmax=1.2e-2)\n",
"plt.colorbar()"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.3"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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