{ "metadata": { "name": "", "signature": "sha256:0308b5fecbf103ba1e04f0d28e8fe8e795c54f395cbf249f515d9edd13532dac" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "code", "collapsed": false, "input": [ "# Compatibility with Python 3\n", "from __future__ import print_function # print('me') instead of print 'me'\n", "from __future__ import division # 1/2 == 0.5, not 0" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 1 }, { "cell_type": "code", "collapsed": false, "input": [ "# Show figures inside the notebook\n", "%matplotlib inline" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 2 }, { "cell_type": "code", "collapsed": false, "input": [ "import numpy as np # the Python array package\n", "import matplotlib.pyplot as plt # the Python plotting package" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 3 }, { "cell_type": "code", "collapsed": false, "input": [ "import os" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 4 }, { "cell_type": "code", "collapsed": false, "input": [ "dcm_dir = '/Users/mb312/data/gre_field_mapping_4'\n", "dcm_fnames = sorted(os.listdir(dcm_dir))\n", "dcm_fnames" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 5, "text": [ "['IM-0004-0001.dcm',\n", " 'IM-0004-0002.dcm',\n", " 'IM-0004-0003.dcm',\n", " 'IM-0004-0004.dcm',\n", " 'IM-0004-0005.dcm',\n", " 'IM-0004-0006.dcm',\n", " 'IM-0004-0007.dcm',\n", " 'IM-0004-0008.dcm',\n", " 'IM-0004-0009.dcm',\n", " 'IM-0004-0010.dcm',\n", " 'IM-0004-0011.dcm',\n", " 'IM-0004-0012.dcm',\n", " 'IM-0004-0013.dcm',\n", " 'IM-0004-0014.dcm',\n", " 'IM-0004-0015.dcm',\n", " 'IM-0004-0016.dcm',\n", " 'IM-0004-0017.dcm',\n", " 'IM-0004-0018.dcm',\n", " 'IM-0004-0019.dcm',\n", " 'IM-0004-0020.dcm',\n", " 'IM-0004-0021.dcm',\n", " 'IM-0004-0022.dcm',\n", " 'IM-0004-0023.dcm',\n", " 'IM-0004-0024.dcm',\n", " 'IM-0004-0025.dcm',\n", " 'IM-0004-0026.dcm',\n", " 'IM-0004-0027.dcm',\n", " 'IM-0004-0028.dcm',\n", " 'IM-0004-0029.dcm',\n", " 'IM-0004-0030.dcm',\n", " 'IM-0004-0031.dcm',\n", " 'IM-0004-0032.dcm',\n", " 'IM-0004-0033.dcm',\n", " 'IM-0004-0034.dcm',\n", " 'IM-0004-0035.dcm',\n", " 'IM-0004-0036.dcm',\n", " 'IM-0004-0037.dcm',\n", " 'IM-0019-0001.dcm',\n", " 'IM-0019-0002.dcm',\n", " 'IM-0019-0003.dcm',\n", " 'IM-0019-0004.dcm',\n", " 'IM-0019-0005.dcm',\n", " 'IM-0019-0006.dcm',\n", " 'IM-0019-0007.dcm',\n", " 'IM-0019-0008.dcm',\n", " 'IM-0019-0009.dcm',\n", " 'IM-0019-0010.dcm',\n", " 'IM-0019-0011.dcm',\n", " 'IM-0019-0012.dcm',\n", " 'IM-0019-0013.dcm',\n", " 'IM-0019-0014.dcm',\n", " 'IM-0019-0015.dcm',\n", " 'IM-0019-0016.dcm',\n", " 'IM-0019-0017.dcm',\n", " 'IM-0019-0018.dcm',\n", " 'IM-0019-0019.dcm',\n", " 'IM-0019-0020.dcm',\n", " 'IM-0019-0021.dcm',\n", " 'IM-0019-0022.dcm',\n", " 'IM-0019-0023.dcm',\n", " 'IM-0019-0024.dcm',\n", " 'IM-0019-0025.dcm',\n", " 'IM-0019-0026.dcm',\n", " 'IM-0019-0027.dcm',\n", " 'IM-0019-0028.dcm',\n", " 'IM-0019-0029.dcm',\n", " 'IM-0019-0030.dcm',\n", " 'IM-0019-0031.dcm',\n", " 'IM-0019-0032.dcm',\n", " 'IM-0019-0033.dcm',\n", " 'IM-0019-0034.dcm',\n", " 'IM-0019-0035.dcm',\n", " 'IM-0019-0036.dcm',\n", " 'IM-0019-0037.dcm']" ] } ], "prompt_number": 5 }, { "cell_type": "code", "collapsed": false, "input": [ "dcm_paths = [os.path.join(dcm_dir, fname) for fname in dcm_fnames]" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 6 }, { "cell_type": "code", "collapsed": false, "input": [ "import dicom" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 7 }, { "cell_type": "code", "collapsed": false, "input": [ "dcms = [dicom.read_file(path) for path in dcm_paths]\n", "for dcm in dcms:\n", " print(os.path.basename(dcm.filename), dcm.ImagePositionPatient)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "IM-0004-0001.dcm ['-102.14466766421', '-121.97006028753', '2.6212637369443']\n", "IM-0004-0002.dcm ['-102.01918009821', '-121.82874101263', '5.6153044645597']\n", "IM-0004-0003.dcm ['-101.89369253222', '-121.68742173773', '8.6093455796053']\n", "IM-0004-0004.dcm ['-101.76820508543', '-121.54610246283', '11.603386635046']\n", "IM-0004-0005.dcm ['-101.64271751944', '-121.40478318793', '14.59742760108']\n", "IM-0004-0006.dcm ['-101.51723007265', '-121.26346391302', '17.591469043951']\n", "IM-0004-0007.dcm ['-101.39174262587', '-121.12214463812', '20.585509533148']\n", "IM-0004-0008.dcm ['-101.26625505987', '-120.98082536322', '23.579550976019']\n", "IM-0004-0009.dcm ['-101.14076761309', '-120.83950608832', '26.573591465216']\n", "IM-0004-0010.dcm ['-101.0152800471', '-120.69818681341', '29.567632908087']\n", "IM-0004-0011.dcm ['-100.88979260031', '-120.55686753851', '32.561674350958']\n", "IM-0004-0012.dcm ['-100.76430509392', '-120.41554826361', '35.555715793829']\n", "IM-0004-0013.dcm ['-100.63881758753', '-120.27422898871', '38.549755329352']\n", "IM-0004-0014.dcm ['-100.51333008114', '-120.1329097138', '41.543796772223']\n", "IM-0004-0015.dcm ['-100.38784257475', '-119.9915904389', '44.537838215094']\n", "IM-0004-0016.dcm ['-100.26235506836', '-119.850271164', '47.531879657965']\n", "IM-0004-0017.dcm ['-100.13686757687', '-119.7089518891', '50.525921100836']\n", "IM-0004-0018.dcm ['-100.01138007793', '-119.5676326142', '53.519962543707']\n", "IM-0004-0019.dcm ['-99.885892578995', '-119.42631333929', '56.514003986578']\n", "IM-0004-0020.dcm ['-99.760405087507', '-119.28499215704', '59.508041614752']\n", "IM-0004-0021.dcm ['-99.634917566216', '-119.14367288214', '62.502083057623']\n", "IM-0004-0022.dcm ['-99.509430089629', '-119.00235360724', '65.496124500494']\n", "IM-0004-0023.dcm ['-99.383942583239', '-118.86103433233', '68.490165943365']\n", "IM-0004-0024.dcm ['-99.25845507685', '-118.71971505743', '71.484207386236']\n", "IM-0004-0025.dcm ['-99.13296757046', '-118.57839578253', '74.478248829107']\n", "IM-0004-0026.dcm ['-99.00748006407', '-118.43707650763', '77.472290271979']\n", "IM-0004-0027.dcm ['-98.881992617286', '-118.29575723273', '80.46633171485']\n", "IM-0004-0028.dcm ['-98.756505051291', '-118.15443795782', '83.460373157721']\n", "IM-0004-0029.dcm ['-98.631017604506', '-118.01311868292', '86.454414600592']\n", "IM-0004-0030.dcm ['-98.505530038512', '-117.87179940802', '89.448456043463']\n", "IM-0004-0031.dcm ['-98.380042591727', '-117.73048013312', '92.442497486334']\n", "IM-0004-0032.dcm ['-98.254555144942', '-117.58916085821', '95.436538929205']\n", "IM-0004-0033.dcm ['-98.129067578948', '-117.44784158331', '98.430580372076']\n", "IM-0004-0034.dcm ['-98.003580132163', '-117.30652230841', '101.42461418555']\n", "IM-0004-0035.dcm ['-97.878092566169', '-117.16520303351', '104.41865562842']\n", "IM-0004-0036.dcm ['-97.752605000174', '-117.0238837586', '107.41269707129']\n", "IM-0004-0037.dcm ['-97.627117672599', '-116.8825644837', '110.40673851417']\n", "IM-0019-0001.dcm ['-102.14466766421', '-121.97006028753', '2.6212637369443']\n", "IM-0019-0002.dcm ['-102.01918009821', '-121.82874101263', '5.6153044645597']\n", "IM-0019-0003.dcm ['-101.89369253222', '-121.68742173773', '8.6093455796053']\n", "IM-0019-0004.dcm ['-101.76820508543', '-121.54610246283', '11.603386635046']\n", "IM-0019-0005.dcm ['-101.64271751944', '-121.40478318793', '14.59742760108']\n", "IM-0019-0006.dcm ['-101.51723007265', '-121.26346391302', '17.591469043951']\n", "IM-0019-0007.dcm ['-101.39174262587', '-121.12214463812', '20.585509533148']\n", "IM-0019-0008.dcm ['-101.26625505987', '-120.98082536322', '23.579550976019']\n", "IM-0019-0009.dcm ['-101.14076761309', '-120.83950608832', '26.573591465216']\n", "IM-0019-0010.dcm ['-101.0152800471', '-120.69818681341', '29.567632908087']\n", "IM-0019-0011.dcm ['-100.88979260031', '-120.55686753851', '32.561674350958']\n", "IM-0019-0012.dcm ['-100.76430509392', '-120.41554826361', '35.555715793829']\n", "IM-0019-0013.dcm ['-100.63881758753', '-120.27422898871', '38.549755329352']\n", "IM-0019-0014.dcm ['-100.51333008114', '-120.1329097138', '41.543796772223']\n", "IM-0019-0015.dcm ['-100.38784257475', '-119.9915904389', '44.537838215094']\n", "IM-0019-0016.dcm ['-100.26235506836', '-119.850271164', '47.531879657965']\n", "IM-0019-0017.dcm ['-100.13686757687', '-119.7089518891', '50.525921100836']\n", "IM-0019-0018.dcm ['-100.01138007793', '-119.5676326142', '53.519962543707']\n", "IM-0019-0019.dcm ['-99.885892578995', '-119.42631333929', '56.514003986578']\n", "IM-0019-0020.dcm ['-99.760405087507', '-119.28499215704', '59.508041614752']\n", "IM-0019-0021.dcm ['-99.634917566216', '-119.14367288214', '62.502083057623']\n", "IM-0019-0022.dcm ['-99.509430089629', '-119.00235360724', '65.496124500494']\n", "IM-0019-0023.dcm ['-99.383942583239', '-118.86103433233', '68.490165943365']\n", "IM-0019-0024.dcm ['-99.25845507685', '-118.71971505743', '71.484207386236']\n", "IM-0019-0025.dcm ['-99.13296757046', '-118.57839578253', '74.478248829107']\n", "IM-0019-0026.dcm ['-99.00748006407', '-118.43707650763', '77.472290271979']\n", "IM-0019-0027.dcm ['-98.881992617286', '-118.29575723273', '80.46633171485']\n", "IM-0019-0028.dcm ['-98.756505051291', '-118.15443795782', '83.460373157721']\n", "IM-0019-0029.dcm ['-98.631017604506', '-118.01311868292', '86.454414600592']\n", "IM-0019-0030.dcm ['-98.505530038512', '-117.87179940802', '89.448456043463']\n", "IM-0019-0031.dcm ['-98.380042591727', '-117.73048013312', '92.442497486334']\n", "IM-0019-0032.dcm ['-98.254555144942', '-117.58916085821', '95.436538929205']\n", "IM-0019-0033.dcm ['-98.129067578948', '-117.44784158331', '98.430580372076']\n", "IM-0019-0034.dcm ['-98.003580132163', '-117.30652230841', '101.42461418555']\n", "IM-0019-0035.dcm ['-97.878092566169', '-117.16520303351', '104.41865562842']\n", "IM-0019-0036.dcm ['-97.752605000174', '-117.0238837586', '107.41269707129']\n", "IM-0019-0037.dcm ['-97.627117672599', '-116.8825644837', '110.40673851417']\n" ] } ], "prompt_number": 8 }, { "cell_type": "code", "collapsed": false, "input": [ "plt.imshow(dcms[0].pixel_array, cmap='gray')\n", "print(dcms[0].filename)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "/Users/mb312/data/gre_field_mapping_4/IM-0004-0001.dcm\n" ] }, { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAP0AAAD/CAYAAAA6/dD3AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nIBiiB4IheiAYogeCIXogGKIHgiF6IJgHs/bIW6EMcRIAAAAASUVORK5CYII=\n", "text": [ "" ] } ], "prompt_number": 9 }, { "cell_type": "code", "collapsed": false, "input": [ "plt.imshow(dcms[37].pixel_array, cmap='gray')\n", "print(dcms[37].filename)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "/Users/mb312/data/gre_field_mapping_4/IM-0019-0001.dcm\n" ] }, { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAP0AAAD/CAYAAAA6/dD3AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nIBiiB4IheiAYogeCIXogGKIHgiF6IJgHs/bIW6EMcRIAAAAASUVORK5CYII=\n", "text": [ "" ] } ], "prompt_number": 10 }, { "cell_type": "code", "collapsed": false, "input": [ "from hashlib import sha1\n", "hash_values = {}\n", "for path in dcm_paths:\n", " contents = open(path, 'rb').read()\n", " hash_value = sha1(contents).hexdigest()\n", " basename = os.path.basename(path)\n", " if hash_value in hash_values:\n", " print(basename,\n", " 'has same byte contents as',\n", " hash_values[hash_value])\n", " else:\n", " hash_values[hash_value] = basename" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "IM-0019-0001.dcm has same byte contents as IM-0004-0001.dcm\n", "IM-0019-0002.dcm has same byte contents as IM-0004-0002.dcm\n", "IM-0019-0003.dcm has same byte contents as IM-0004-0003.dcm\n", "IM-0019-0004.dcm has same byte contents as IM-0004-0004.dcm\n", "IM-0019-0005.dcm has same byte contents as IM-0004-0005.dcm\n", "IM-0019-0006.dcm has same byte contents as IM-0004-0006.dcm\n", "IM-0019-0007.dcm has same byte contents as IM-0004-0007.dcm\n", "IM-0019-0008.dcm has same byte contents as IM-0004-0008.dcm\n", "IM-0019-0009.dcm has same byte contents as IM-0004-0009.dcm\n", "IM-0019-0010.dcm has same byte contents as IM-0004-0010.dcm\n", "IM-0019-0011.dcm has same byte contents as IM-0004-0011.dcm\n", "IM-0019-0012.dcm has same byte contents as IM-0004-0012.dcm\n", "IM-0019-0013.dcm has same byte contents as IM-0004-0013.dcm\n", "IM-0019-0014.dcm has same byte contents as IM-0004-0014.dcm\n", "IM-0019-0015.dcm has same byte contents as IM-0004-0015.dcm\n", "IM-0019-0016.dcm has same byte contents as IM-0004-0016.dcm\n", "IM-0019-0017.dcm has same byte contents as IM-0004-0017.dcm\n", "IM-0019-0018.dcm has same byte contents as IM-0004-0018.dcm\n", "IM-0019-0019.dcm has same byte contents as IM-0004-0019.dcm\n", "IM-0019-0020.dcm has same byte contents as IM-0004-0020.dcm\n", "IM-0019-0021.dcm has same byte contents as IM-0004-0021.dcm\n", "IM-0019-0022.dcm has same byte contents as IM-0004-0022.dcm\n", "IM-0019-0023.dcm has same byte contents as IM-0004-0023.dcm\n", "IM-0019-0024.dcm has same byte contents as IM-0004-0024.dcm\n", "IM-0019-0025.dcm has same byte contents as IM-0004-0025.dcm\n", "IM-0019-0026.dcm has same byte contents as IM-0004-0026.dcm\n", "IM-0019-0027.dcm has same byte contents as IM-0004-0027.dcm\n", "IM-0019-0028.dcm has same byte contents as IM-0004-0028.dcm\n", "IM-0019-0029.dcm has same byte contents as IM-0004-0029.dcm\n", "IM-0019-0030.dcm has same byte contents as IM-0004-0030.dcm\n", "IM-0019-0031.dcm has same byte contents as IM-0004-0031.dcm\n", "IM-0019-0032.dcm has same byte contents as IM-0004-0032.dcm\n", "IM-0019-0033.dcm has same byte contents as IM-0004-0033.dcm\n", "IM-0019-0034.dcm has same byte contents as IM-0004-0034.dcm\n", "IM-0019-0035.dcm has same byte contents as IM-0004-0035.dcm\n", "IM-0019-0036.dcm has same byte contents as IM-0004-0036.dcm\n", "IM-0019-0037.dcm has same byte contents as IM-0004-0037.dcm\n" ] } ], "prompt_number": 11 } ], "metadata": {} } ] }