Created
August 26, 2016 17:53
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{ | |
"cells": [ | |
{ | |
"metadata": { | |
"collapsed": true, | |
"trusted": true | |
}, | |
"cell_type": "code", | |
"source": "import numpy as np\nimport matplotlib.pyplot as plt\n%matplotlib inline\nimport os", | |
"execution_count": 1, | |
"outputs": [] | |
}, | |
{ | |
"metadata": { | |
"collapsed": true, | |
"trusted": true | |
}, | |
"cell_type": "code", | |
"source": "fname = \"/home/edill/Downloads/czx1-10_230-135_90kev_2s_330f1.cor.366.cor\"", | |
"execution_count": 2, | |
"outputs": [] | |
}, | |
{ | |
"metadata": { | |
"collapsed": false, | |
"trusted": true | |
}, | |
"cell_type": "code", | |
"source": "file_size = os.stat(fname).st_size", | |
"execution_count": 5, | |
"outputs": [] | |
}, | |
{ | |
"metadata": { | |
"collapsed": false, | |
"trusted": true | |
}, | |
"cell_type": "code", | |
"source": "file_size - 2048 * 2048 * 2", | |
"execution_count": 6, | |
"outputs": [ | |
{ | |
"execution_count": 6, | |
"data": { | |
"text/plain": "0" | |
}, | |
"output_type": "execute_result", | |
"metadata": {} | |
} | |
] | |
}, | |
{ | |
"metadata": { | |
"collapsed": true, | |
"trusted": true | |
}, | |
"cell_type": "code", | |
"source": "im = np.fromfile(fname, np.uint16).reshape(2048, 2048)", | |
"execution_count": 9, | |
"outputs": [] | |
}, | |
{ | |
"metadata": { | |
"collapsed": false, | |
"trusted": true | |
}, | |
"cell_type": "code", | |
"source": "# using log of the image to make it easier to see\nplt.imshow(np.log(im), cmap=\"viridis\") ", | |
"execution_count": 11, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"text": "/home/edill/miniconda/lib/python3.5/site-packages/ipykernel/__main__.py:2: RuntimeWarning: divide by zero encountered in log\n from ipykernel import kernelapp as app\n", | |
"name": "stderr" | |
}, | |
{ | |
"execution_count": 11, | |
"data": { | |
"text/plain": "<matplotlib.image.AxesImage at 0x7f390a9b47f0>" | |
}, | |
"output_type": "execute_result", | |
"metadata": {} | |
}, | |
{ | |
"output_type": "display_data", | |
"data": { | |
"text/plain": "<matplotlib.figure.Figure at 0x7f390a9f0f60>", | |
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ATEI6oZQkMAMRKDBCdgBQUON5vBjTrL0Hrluew2JllcRe/TnTLcYEGCgkRlT7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\nIm44/g+BMSy3+JTwfgAAAABJRU5ErkJggg==\n" | |
}, | |
"metadata": {} | |
} | |
] | |
}, | |
{ | |
"metadata": { | |
"collapsed": true, | |
"trusted": true | |
}, | |
"cell_type": "code", | |
"source": "", | |
"execution_count": null, | |
"outputs": [] | |
} | |
], | |
"metadata": { | |
"language_info": { | |
"pygments_lexer": "ipython3", | |
"nbconvert_exporter": "python", | |
"file_extension": ".py", | |
"name": "python", | |
"mimetype": "text/x-python", | |
"codemirror_mode": { | |
"name": "ipython", | |
"version": 3 | |
}, | |
"version": "3.5.2" | |
}, | |
"kernelspec": { | |
"name": "python3", | |
"display_name": "Python 3", | |
"language": "python" | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 0 | |
} |
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