{"cells":[{"metadata":{"_cell_guid":"5f8dff8b-ffa8-4b7e-b635-f9ec4ee6ad21"},"cell_type":"markdown","source":"SimpleITK is a extensively used package for processing medical images and handles file IO and standard processing particularly well.\n\nThe Kaggle Kernels did not support SITK so the initial submissions wouldn't work with SimpleITK, but they newer ones now have an improved Docker image (https://github.com/Kaggle/docker-python/pull/58)"},{"metadata":{"_cell_guid":"e1dd2c1e-f24b-e5b8-a3fb-d39d263f5688","trusted":true},"cell_type":"code","source":"# This Python 3 environment comes with many helpful analytics libraries installed\n# It is defined by the kaggle/python docker image: https://github.com/kaggle/docker-python\n# For example, here's several helpful packages to load in \nimport os\nimport numpy as np # linear algebra\nimport pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\nimport SimpleITK as sitk\nfrom glob import glob\nfrom skimage.util import montage as montage2d\nimport matplotlib.pyplot as plt\ndef safe_sitk_read(folder_name, *args, **kwargs):\n    \"\"\"\n    Since the default function just looks at images 0 and 1 to determine slice thickness\n    and the images are often not correctly alphabetically sorted\n    :param folder_name: folder to read\n    :return:\n    \"\"\"\n    dicom_names = sitk.ImageSeriesReader().GetGDCMSeriesFileNames(folder_name)\n    return sitk.ReadImage(dicom_names, *args, **kwargs)\ndef sitk_to_np(in_img):\n    # type: (sitk.Image) -> Tuple[np.ndarray, Tuple[float, float, float]]\n    return sitk.GetArrayFromImage(in_img), in_img.GetSpacing()","execution_count":9,"outputs":[]},{"metadata":{"_cell_guid":"32690477-6784-1e91-171e-b5c7d7c63f78","trusted":true},"cell_type":"code","source":"patient_folders = glob('../input/second-annual-data-science-bowl/train/train/1/study/*')\nprint(patient_folders)\nfirst_pat = safe_sitk_read(patient_folders[0])\npat_img, pat_spc = sitk_to_np(first_pat)","execution_count":10,"outputs":[{"output_type":"stream","text":"['../input/second-annual-data-science-bowl/train/train/1/study/sax_13', '../input/second-annual-data-science-bowl/train/train/1/study/sax_16', '../input/second-annual-data-science-bowl/train/train/1/study/sax_7', '../input/second-annual-data-science-bowl/train/train/1/study/sax_6', '../input/second-annual-data-science-bowl/train/train/1/study/2ch_21', '../input/second-annual-data-science-bowl/train/train/1/study/sax_38', '../input/second-annual-data-science-bowl/train/train/1/study/sax_10', '../input/second-annual-data-science-bowl/train/train/1/study/sax_11', '../input/second-annual-data-science-bowl/train/train/1/study/sax_12', '../input/second-annual-data-science-bowl/train/train/1/study/4ch_20', '../input/second-annual-data-science-bowl/train/train/1/study/sax_8', '../input/second-annual-data-science-bowl/train/train/1/study/sax_14', '../input/second-annual-data-science-bowl/train/train/1/study/sax_57', '../input/second-annual-data-science-bowl/train/train/1/study/sax_5', '../input/second-annual-data-science-bowl/train/train/1/study/sax_15', '../input/second-annual-data-science-bowl/train/train/1/study/sax_9', '../input/second-annual-data-science-bowl/train/train/1/study/sax_18', '../input/second-annual-data-science-bowl/train/train/1/study/sax_17']\n","name":"stdout"}]},{"metadata":{"_cell_guid":"0ea853d7-b132-01cb-4b76-8f4bebd6401e","trusted":true},"cell_type":"code","source":"pat_spc","execution_count":11,"outputs":[{"output_type":"execute_result","execution_count":11,"data":{"text/plain":"(1.5625, 1.5625, 1.0)"},"metadata":{}}]},{"metadata":{"_cell_guid":"b2d35ace-6ce1-ca34-f22b-cf677a515993","trusted":true},"cell_type":"code","source":"%matplotlib inline\nplt.imshow(montage2d(pat_img), cmap = 'bone')","execution_count":12,"outputs":[{"output_type":"execute_result","execution_count":12,"data":{"text/plain":"<matplotlib.image.AxesImage at 0x7f3855364dd8>"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure size 432x288 with 1 Axes>","image/png":"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\n"},"metadata":{}}]},{"metadata":{"_cell_guid":"206af481-af2b-12d3-fe57-aeece08d95a4","trusted":true},"cell_type":"code","source":"","execution_count":null,"outputs":[]}],"metadata":{"_change_revision":0,"_is_fork":false,"kernelspec":{"display_name":"Python 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