{"cells":[{"metadata":{},"cell_type":"markdown","source":"# About the data\n\n\n### The Radiological Society of North America (RSNA®) has teamed up with the Society of Thoracic Radiology (STR) has generously provided us with the dataset. This is an on-going kaggle competition with one month to go. We will try and classify pulmonary embolism.\n\n### A pulmonary embolism (PE) is caused by an artery blockage in the lung. Symptoms include pain can occur in the chest while breathing, light-headedness due to lack oxygen, fast heart rate or palpitations, fast breathing or shortness of breath. Computed Tomography\n\n### Pulmonary Angiography (CTPA) is the one of most common type of medical imaging technology which is used to evaluate patients with suspected Pulmonary Embolism. Computed Tomography Pulmonary Angiography (CTPA) scans contain all data in with these regards. The\n\n### features in complex DICOM format which is the leading standard for medical imaging. It is difficult to predict these occurrences accurately without the help of machine learning models. We are predicting the labels as following: QA Contrast, QA Motion, True,\n\n### and Flow, Acute PE, Chronic PE and/or Acute and Chronic PE, RL/LV ratio. "},{"metadata":{},"cell_type":"markdown","source":"# Motivation"},{"metadata":{},"cell_type":"markdown","source":"### With the increase in number of cases of chest and lung diseases; due to the novel coronavirus 2019 (covid-19) and rising air pollution levels; we have decided to tackle this challenge of classification of Pulmonary Embolism (PE); which is traditionally very prone to over-diagnosis. Seeing that PE has a Mortality Rate of ~10% and Recurrence rate of ~20% (i.e. 1 in 5 cases), with 60,000-100,000 PE deaths annually in the US, it is among the most fatal cardiovascular diseases. We have identified this as a critical issue that needs innovation and will save lives. This is even more crucial, since due to the novel coronavirus 2019, there is a shortage of medical staff, hospital beds and other infrastructure. In such challenging times, it is very important that misdiagnosis of PE is avoided. Currently diagnosis of PE is done via a CTPA (CT pulmonary angiography); this involves hundreds of CT scan images that require time-intensive detailed review by medical professionals to identify PE. Using ML (Machine Learning) and DL (Deep Learning), we are looking into optimizing this process, free up crucial time of medical professionals, and avoid human error related to over-diagnosis of PE.\n"},{"metadata":{},"cell_type":"markdown","source":"## Notebook\n\n### This is the first draft towards understanding the data"},{"metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","trusted":true},"cell_type":"code","source":"import numpy as np # linear algebra\nimport pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\nfrom IPython.core.interactiveshell import InteractiveShell\nInteractiveShell.ast_node_interactivity = \"all\"\n\nimport os","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"base_path = '/kaggle/input/rsna-str-pulmonary-embolism-detection/'","execution_count":null,"outputs":[]},{"metadata":{"_uuid":"d629ff2d2480ee46fbb7e2d37f6b5fab8052498a","_cell_guid":"79c7e3d0-c299-4dcb-8224-4455121ee9b0","trusted":true},"cell_type":"code","source":"df_train = pd.read_csv('/kaggle/input/rsna-str-pulmonary-embolism-detection/train.csv')","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"![image.png](attachment:image.png)","attachments":{"image.png":{"image/png":"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"}}},{"metadata":{"trusted":true},"cell_type":"code","source":"df_train.head()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"df_train.info()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"df_train['qa_motion'].unique()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"df_train['qa_contrast'].unique()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"df_train['qa_motion_contrast']=df_train['qa_motion']+df_train['qa_contrast']\ndf_train['qa_motion_contrast'].unique()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"# k = df_train['qa_motion_contrast']\n# df_train[k==0]\n# df_train[k==1]\n# df_train[k==2]","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"df_train['negative_exam_for_pe'].describe()\ndf_train['negative_exam_for_pe'].unique()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"len(df_train.StudyInstanceUID.unique()),len(df_train)\nlen(df_train.SeriesInstanceUID.unique()),len(df_train)\nlen(df_train.SOPInstanceUID.unique()),len(df_train)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"import os\ntraining_files = os.listdir(base_path+'train')\ntraining_files.index('6897fa9de148')\nlen(training_files)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"df_train[df_train['StudyInstanceUID']=='6897fa9de148']","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"series_instances = base_path + 'train/6897fa9de148'\nos.listdir(series_instances)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"study_instances = base_path + 'train/6897fa9de148' + '/' + '2bfbb7fd2e8b'\nlen(os.listdir(study_instances))","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"# pd.set_option('display.max_columns', None)  # or 1000\n# pd.set_option('display.max_rows', None)  # or 1000\n# pd.set_option('display.max_colwidth', -1)  # or 199\n","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"sample_submission = pd.read_csv(base_path + 'sample_submission.csv')\n# sample_submission = sample_submission.sort_values('id')\nsample_submission.tail(10)\nsample_submission.head(10)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"sample_submission[sample_submission.id.str.contains('df06fad17bc3', regex= True, na=False)]\nsample_submission[sample_submission.id.str.contains('41cb110f177e', regex= True, na=False)]","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"sample_submission[sample_submission.id.str.contains('4f6f2387f9ba', regex= True, na=False)]","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"sample_submission[sample_submission.id.str.contains('012c12fe09c3', regex= True, na=False)]","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"%matplotlib inline\nimport pydicom\ndata=pydicom.dcmread('../input/rsna-str-pulmonary-embolism-detection/test/00268ff88746/75d23269adbd/012c12fe09c3.dcm')\ndata","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"import matplotlib.pyplot as plt\n\nplt.imshow(data.pixel_array, cmap=plt.cm.bone)\n# pltshow()ss","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"","execution_count":null,"outputs":[]}],"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"pygments_lexer":"ipython3","nbconvert_exporter":"python","version":"3.6.4","file_extension":".py","codemirror_mode":{"name":"ipython","version":3},"name":"python","mimetype":"text/x-python"}},"nbformat":4,"nbformat_minor":4}