{"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_minor":4,"nbformat":4,"cells":[{"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\n\nimport numpy as np # linear algebra\nimport pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\n\n# Input data files are available in the read-only \"../input/\" directory\n# For example, running this (by clicking run or pressing Shift+Enter) will list all files under the input directory\n\nimport os\nfor dirname, _, filenames in os.walk('/kaggle/input'):\n    for filename in filenames:\n        print(os.path.join(dirname, filename))\n\n# You can write up to 20GB to the current directory (/kaggle/working/) that gets preserved as output when you create a version using \"Save & Run All\" \n# You can also write temporary files to /kaggle/temp/, but they won't be saved outside of the current 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"}}},{"cell_type":"markdown","source":"## Problem Statement\n\nwe are identifying and localizing COVID-19 abnormalities on chest radiographs. This is an object detection and classification problem.","metadata":{}},{"cell_type":"markdown","source":"## Libraries","metadata":{}},{"cell_type":"code","source":"import plotly.express as px\nimport glob\nimport matplotlib.pyplot as plt\nimport pydicom\nfrom pydicom.data import get_testdata_files\nimport cv2\nimport matplotlib.pyplot as plt\nimport matplotlib\nimport matplotlib.patches as patches\nimport ast","metadata":{"execution":{"iopub.status.busy":"2021-05-27T05:52:21.588602Z","iopub.execute_input":"2021-05-27T05:52:21.588953Z","iopub.status.idle":"2021-05-27T05:52:21.593506Z","shell.execute_reply.started":"2021-05-27T05:52:21.588924Z","shell.execute_reply":"2021-05-27T05:52:21.592575Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"train_data = pd.read_csv(\"/kaggle/input/siim-covid19-detection/train_study_level.csv\")\ntrain_image = pd.read_csv(\"/kaggle/input/siim-covid19-detection/train_image_level.csv\")\nprint(f\"Total ID  from the Training set : {train_data.shape[0]}\")\nprint(f\"Total Images from the Training set : {train_image.shape[0]}\")","metadata":{"execution":{"iopub.status.busy":"2021-05-27T05:01:26.380014Z","iopub.execute_input":"2021-05-27T05:01:26.380499Z","iopub.status.idle":"2021-05-27T05:01:26.452452Z","shell.execute_reply.started":"2021-05-27T05:01:26.380466Z","shell.execute_reply":"2021-05-27T05:01:26.451402Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"train_data = pd.read_csv(\"/kaggle/input/siim-covid19-detection/train_study_level.csv\")\ntrain_data.head()","metadata":{"execution":{"iopub.status.busy":"2021-05-27T05:01:26.454169Z","iopub.execute_input":"2021-05-27T05:01:26.454558Z","iopub.status.idle":"2021-05-27T05:01:26.487997Z","shell.execute_reply.started":"2021-05-27T05:01:26.454518Z","shell.execute_reply":"2021-05-27T05:01:26.486981Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"whole_spread = train_data[[\"Negative for Pneumonia\",'Typical Appearance','Indeterminate Appearance','Atypical Appearance']].sum()\ncols = [\"Negative for Pneumonia\",'Typical Appearance','Indeterminate Appearance','Atypical Appearance']\nvalues = []\nfor col in cols:\n    values.append(whole_spread[col])\nsp = pd.DataFrame()\nsp['labels'] = cols\nsp['counts'] = values\nfig = px.pie(sp, names = 'labels', values = 'counts', title = 'Disease Distribution')\nfig.show()","metadata":{"execution":{"iopub.status.busy":"2021-05-27T05:01:26.489395Z","iopub.execute_input":"2021-05-27T05:01:26.489779Z","iopub.status.idle":"2021-05-27T05:01:27.701510Z","shell.execute_reply.started":"2021-05-27T05:01:26.489738Z","shell.execute_reply":"2021-05-27T05:01:27.700529Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"np_count = train_data.groupby(['Negative for Pneumonia'])['Negative for Pneumonia'].count().reset_index(name = 'Counts')\nnp_count['Negative for Pneumonia'] = np_count['Negative for Pneumonia'].map({0:'No',1:'Yes'})\nfig = px.pie(np_count, values = 'Counts', names = 'Negative for Pneumonia', title = 'Negative for Pneumonia Spread')\nfig.show()","metadata":{"execution":{"iopub.status.busy":"2021-05-27T05:01:27.702690Z","iopub.execute_input":"2021-05-27T05:01:27.703270Z","iopub.status.idle":"2021-05-27T05:01:27.762115Z","shell.execute_reply.started":"2021-05-27T05:01:27.703231Z","shell.execute_reply":"2021-05-27T05:01:27.761241Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"np_count = train_data.groupby(['Typical Appearance'])['Typical Appearance'].count().reset_index(name = 'Counts')\nnp_count['Typical Appearance'] = np_count['Typical Appearance'].map({0:'No',1:'Yes'})\nfig = px.pie(np_count, values = 'Counts', names = 'Typical Appearance', title = 'Typical Appearance Spread')\nfig.show()","metadata":{"execution":{"iopub.status.busy":"2021-05-27T05:01:27.763560Z","iopub.execute_input":"2021-05-27T05:01:27.763925Z","iopub.status.idle":"2021-05-27T05:01:27.809791Z","shell.execute_reply.started":"2021-05-27T05:01:27.763885Z","shell.execute_reply":"2021-05-27T05:01:27.808739Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"np_count = train_data.groupby(['Indeterminate Appearance'])['Indeterminate Appearance'].count().reset_index(name = 'Counts')\nnp_count['Indeterminate Appearance'] = np_count['Indeterminate Appearance'].map({0:'No',1:'Yes'})\nfig = px.pie(np_count, values = 'Counts', names = 'Indeterminate Appearance', title = 'Indeterminate Appearance Spread')\nfig.show()","metadata":{"execution":{"iopub.status.busy":"2021-05-27T05:01:27.812711Z","iopub.execute_input":"2021-05-27T05:01:27.813087Z","iopub.status.idle":"2021-05-27T05:01:27.860071Z","shell.execute_reply.started":"2021-05-27T05:01:27.813057Z","shell.execute_reply":"2021-05-27T05:01:27.858979Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"np_count = train_data.groupby(['Atypical Appearance'])['Atypical Appearance'].count().reset_index(name = 'Counts')\nnp_count['Atypical Appearance'] = np_count['Atypical Appearance'].map({0:'No',1:'Yes'})\nfig = px.pie(np_count, values = 'Counts', names = 'Atypical Appearance', title = 'Atypical Appearance Spread')\nfig.show()","metadata":{"execution":{"iopub.status.busy":"2021-05-27T05:01:27.862049Z","iopub.execute_input":"2021-05-27T05:01:27.862453Z","iopub.status.idle":"2021-05-27T05:01:27.908570Z","shell.execute_reply.started":"2021-05-27T05:01:27.862412Z","shell.execute_reply":"2021-05-27T05:01:27.907449Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"train_image.head()","metadata":{"execution":{"iopub.status.busy":"2021-05-27T05:01:27.910282Z","iopub.execute_input":"2021-05-27T05:01:27.910683Z","iopub.status.idle":"2021-05-27T05:01:27.924192Z","shell.execute_reply.started":"2021-05-27T05:01:27.910644Z","shell.execute_reply":"2021-05-27T05:01:27.923001Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"np_5 = train_data[train_data['Negative for Pneumonia'] ==1].head(10)\nnp_name = np_5.id.str.replace('_study','')","metadata":{"execution":{"iopub.status.busy":"2021-05-27T05:01:27.925674Z","iopub.execute_input":"2021-05-27T05:01:27.926062Z","iopub.status.idle":"2021-05-27T05:01:27.952451Z","shell.execute_reply.started":"2021-05-27T05:01:27.926029Z","shell.execute_reply":"2021-05-27T05:01:27.951456Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"## Sample Image - Negative for Pneumonia","metadata":{}},{"cell_type":"code","source":"for f_name in glob.iglob('/kaggle/input/siim-covid19-detection/train/'+np_name[2]+'/*/*.dcm'): #, recursive=True\n    ds = pydicom.dcmread(f_name)\n    print(f_name)\n    plt.imshow(ds.pixel_array, cmap=plt.cm.bone)\n    plt.show()\n\nfor f_name in glob.iglob('/kaggle/input/siim-covid19-detection/train/'+np_name[3]+'/*/*.dcm'): #, recursive=True\n    ds = pydicom.dcmread(f_name)\n    print(f_name)\n    plt.imshow(ds.pixel_array, cmap=plt.cm.bone)\n    plt.show()\n    \nfor f_name in glob.iglob('/kaggle/input/siim-covid19-detection/train/'+np_name[5]+'/*/*.dcm'): #, recursive=True\n    ds = pydicom.dcmread(f_name)\n    print(f_name)\n    plt.imshow(ds.pixel_array, cmap=plt.cm.bone)\n    plt.show()\n\nfor f_name in glob.iglob('/kaggle/input/siim-covid19-detection/train/'+np_name[11]+'/*/*.dcm'): #, recursive=True\n    ds = pydicom.dcmread(f_name)\n    print(f_name)\n    plt.imshow(ds.pixel_array, cmap=plt.cm.bone)\n    plt.show()\n\nfor f_name in glob.iglob('/kaggle/input/siim-covid19-detection/train/'+np_name[12]+'/*/*.dcm'): #, recursive=True\n    ds = pydicom.dcmread(f_name)\n    print(f_name)\n    plt.imshow(ds.pixel_array, cmap=plt.cm.bone)\n    plt.show()","metadata":{"execution":{"iopub.status.busy":"2021-05-27T05:01:27.953956Z","iopub.execute_input":"2021-05-27T05:01:27.954538Z","iopub.status.idle":"2021-05-27T05:01:34.476680Z","shell.execute_reply.started":"2021-05-27T05:01:27.954498Z","shell.execute_reply":"2021-05-27T05:01:34.475693Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"## Sample Image - Typical Appearance","metadata":{}},{"cell_type":"code","source":"ta_5 = train_data[train_data['Typical Appearance'] ==1].head(10)\nta_name = ta_5.id.str.replace('_study','')","metadata":{"execution":{"iopub.status.busy":"2021-05-27T05:01:34.477871Z","iopub.execute_input":"2021-05-27T05:01:34.478145Z","iopub.status.idle":"2021-05-27T05:01:34.484879Z","shell.execute_reply.started":"2021-05-27T05:01:34.478117Z","shell.execute_reply":"2021-05-27T05:01:34.483867Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"for f_name in glob.iglob('/kaggle/input/siim-covid19-detection/train/'+ta_name[0]+'/*/*.dcm'): #, recursive=True\n    ds = pydicom.dcmread(f_name)\n    print(f_name)\n    plt.imshow(ds.pixel_array, cmap=plt.cm.bone)\n    plt.show()\n\nfor f_name in glob.iglob('/kaggle/input/siim-covid19-detection/train/'+ta_name[9]+'/*/*.dcm'): #, recursive=True\n    ds = pydicom.dcmread(f_name)\n    print(f_name)\n    plt.imshow(ds.pixel_array, cmap=plt.cm.bone)\n    plt.show()\n    \nfor f_name in glob.iglob('/kaggle/input/siim-covid19-detection/train/'+ta_name[10]+'/*/*.dcm'): #, recursive=True\n    ds = pydicom.dcmread(f_name)\n    print(f_name)\n    plt.imshow(ds.pixel_array, cmap=plt.cm.bone)\n    plt.show()\n\nfor f_name in glob.iglob('/kaggle/input/siim-covid19-detection/train/'+ta_name[20]+'/*/*.dcm'): #, recursive=True\n    ds = pydicom.dcmread(f_name)\n    print(f_name)\n    plt.imshow(ds.pixel_array, cmap=plt.cm.bone)\n    plt.show()\n\nfor f_name in glob.iglob('/kaggle/input/siim-covid19-detection/train/'+ta_name[22]+'/*/*.dcm'): #, recursive=True\n    ds = pydicom.dcmread(f_name)\n    print(f_name)\n    plt.imshow(ds.pixel_array, cmap=plt.cm.bone)\n    plt.show()","metadata":{"execution":{"iopub.status.busy":"2021-05-27T05:01:34.486107Z","iopub.execute_input":"2021-05-27T05:01:34.486358Z","iopub.status.idle":"2021-05-27T05:01:40.153377Z","shell.execute_reply.started":"2021-05-27T05:01:34.486334Z","shell.execute_reply":"2021-05-27T05:01:40.152377Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"## Sample Image - Indeterminate Appearance","metadata":{}},{"cell_type":"code","source":"ia_5 = train_data[train_data['Indeterminate Appearance'] ==1].head(10)\nia_name = ia_5.id.str.replace('_study','')\nia_name","metadata":{"execution":{"iopub.status.busy":"2021-05-27T05:01:40.154631Z","iopub.execute_input":"2021-05-27T05:01:40.154931Z","iopub.status.idle":"2021-05-27T05:01:40.164785Z","shell.execute_reply.started":"2021-05-27T05:01:40.154906Z","shell.execute_reply":"2021-05-27T05:01:40.163725Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"for f_name in glob.iglob('/kaggle/input/siim-covid19-detection/train/'+ia_name[8]+'/*/*.dcm'): #, recursive=True\n    ds = pydicom.dcmread(f_name)\n    print(f_name)\n    plt.imshow(ds.pixel_array, cmap=plt.cm.bone)\n    plt.show()\n\nfor f_name in glob.iglob('/kaggle/input/siim-covid19-detection/train/'+ia_name[13]+'/*/*.dcm'): #, recursive=True\n    ds = pydicom.dcmread(f_name)\n    print(f_name)\n    plt.imshow(ds.pixel_array, cmap=plt.cm.bone)\n    plt.show()\n    \nfor f_name in glob.iglob('/kaggle/input/siim-covid19-detection/train/'+ia_name[24]+'/*/*.dcm'): #, recursive=True\n    ds = pydicom.dcmread(f_name)\n    print(f_name)\n    plt.imshow(ds.pixel_array, cmap=plt.cm.bone)\n    plt.show()\n\nfor f_name in glob.iglob('/kaggle/input/siim-covid19-detection/train/'+ia_name[25]+'/*/*.dcm'): #, recursive=True\n    ds = pydicom.dcmread(f_name)\n    print(f_name)\n    plt.imshow(ds.pixel_array, cmap=plt.cm.bone)\n    plt.show()\n\nfor f_name in glob.iglob('/kaggle/input/siim-covid19-detection/train/'+ia_name[26]+'/*/*.dcm'): #, recursive=True\n    ds = pydicom.dcmread(f_name)\n    print(f_name)\n    plt.imshow(ds.pixel_array, cmap=plt.cm.bone)\n    plt.show()","metadata":{"execution":{"iopub.status.busy":"2021-05-27T05:01:40.166120Z","iopub.execute_input":"2021-05-27T05:01:40.166388Z","iopub.status.idle":"2021-05-27T05:01:47.165189Z","shell.execute_reply.started":"2021-05-27T05:01:40.166363Z","shell.execute_reply":"2021-05-27T05:01:47.164063Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"## Sample Image - Atypical Appearance","metadata":{}},{"cell_type":"code","source":"aa_5 = train_data[train_data['Atypical Appearance'] ==1].head(10)\naa_name = aa_5.id.str.replace('_study','')\naa_name","metadata":{"execution":{"iopub.status.busy":"2021-05-27T05:01:47.166746Z","iopub.execute_input":"2021-05-27T05:01:47.167185Z","iopub.status.idle":"2021-05-27T05:01:47.176874Z","shell.execute_reply.started":"2021-05-27T05:01:47.167134Z","shell.execute_reply":"2021-05-27T05:01:47.175853Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"for f_name in glob.iglob('/kaggle/input/siim-covid19-detection/train/'+aa_name[1]+'/*/*.dcm'): #, recursive=True\n    ds = pydicom.dcmread(f_name)\n    print(f_name)\n    plt.imshow(ds.pixel_array, cmap=plt.cm.bone)\n    plt.show()\n\nfor f_name in glob.iglob('/kaggle/input/siim-covid19-detection/train/'+aa_name[4]+'/*/*.dcm'): #, recursive=True\n    ds = pydicom.dcmread(f_name)\n    print(f_name)\n    plt.imshow(ds.pixel_array, cmap=plt.cm.bone)\n    plt.show()\n    \nfor f_name in glob.iglob('/kaggle/input/siim-covid19-detection/train/'+aa_name[16]+'/*/*.dcm'): #, recursive=True\n    ds = pydicom.dcmread(f_name)\n    print(f_name)\n    plt.imshow(ds.pixel_array, cmap=plt.cm.bone)\n    plt.show()\n\nfor f_name in glob.iglob('/kaggle/input/siim-covid19-detection/train/'+aa_name[40]+'/*/*.dcm'): #, recursive=True\n    ds = pydicom.dcmread(f_name)\n    print(f_name)\n    plt.imshow(ds.pixel_array, cmap=plt.cm.bone)\n    plt.show()\n\nfor f_name in glob.iglob('/kaggle/input/siim-covid19-detection/train/'+aa_name[45]+'/*/*.dcm'): #, recursive=True\n    ds = pydicom.dcmread(f_name)\n    print(f_name)\n    plt.imshow(ds.pixel_array, cmap=plt.cm.bone)\n    plt.show()","metadata":{"execution":{"iopub.status.busy":"2021-05-27T05:01:47.178339Z","iopub.execute_input":"2021-05-27T05:01:47.178948Z","iopub.status.idle":"2021-05-27T05:01:54.317993Z","shell.execute_reply.started":"2021-05-27T05:01:47.178905Z","shell.execute_reply":"2021-05-27T05:01:54.317090Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"## Image Tagging","metadata":{}},{"cell_type":"code","source":"train_data['StudyInstanceUID'] = train_data.id.str.replace(\"_study\",'')\ncombine = pd.merge(train_data, train_image, on = 'StudyInstanceUID')\ncombine.head(10)","metadata":{"execution":{"iopub.status.busy":"2021-05-27T05:42:31.013591Z","iopub.execute_input":"2021-05-27T05:42:31.013951Z","iopub.status.idle":"2021-05-27T05:42:31.042179Z","shell.execute_reply.started":"2021-05-27T05:42:31.013918Z","shell.execute_reply":"2021-05-27T05:42:31.041267Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"combine['label_name'] = combine['label'].apply(lambda x: x.split()[0])\nlabel_counts = combine.groupby('label_name')['label_name'].count().reset_index(name = 'counts')\nfig = px.pie(label_counts, values = 'counts', names ='label_name' , title = \"Label Distribution\")\nfig.show()","metadata":{"execution":{"iopub.status.busy":"2021-05-27T05:24:40.446698Z","iopub.execute_input":"2021-05-27T05:24:40.447020Z","iopub.status.idle":"2021-05-27T05:24:40.497528Z","shell.execute_reply.started":"2021-05-27T05:24:40.446992Z","shell.execute_reply":"2021-05-27T05:24:40.496643Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"## Sample Box Coordinates","metadata":{}},{"cell_type":"code","source":"uid_list = combine.loc[combine.boxes.notna(), 'StudyInstanceUID']\n\ndef get_coordinates(uid):\n    print(uid)\n    cor = combine[combine['StudyInstanceUID'] == uid]['boxes'].values\n    if(type(cor[0]) is not float):\n        dict_s = ast.literal_eval(cor[0])\n        for di in dict_s:\n            print(di)\n\nfor nn in uid_list[:10]:\n    get_coordinates(nn)","metadata":{"execution":{"iopub.status.busy":"2021-05-27T06:04:25.467585Z","iopub.execute_input":"2021-05-27T06:04:25.467921Z","iopub.status.idle":"2021-05-27T06:04:25.490374Z","shell.execute_reply.started":"2021-05-27T06:04:25.467890Z","shell.execute_reply":"2021-05-27T06:04:25.489660Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"There are multiple bounding boxes to an image.","metadata":{}},{"cell_type":"code","source":"from pydicom.pixel_data_handlers.util import apply_voi_lut\nfrom PIL import Image\nvoi_lut = True\nfix_monochrome = True\nfor f_name in glob.iglob('/kaggle/input/siim-covid19-detection/train/00086460a852/*/*.dcm'): #, recursive=True\n    ds = pydicom.read_file(f_name,1)\n    print(f_name)\n    #img = ds.pixel_array # get image array\n    if voi_lut:\n        data = apply_voi_lut(ds.pixel_array, ds)\n    else:\n        data = ds.pixel_array\n    if fix_monochrome and ds.PhotometricInterpretation == \"MONOCHROME1\":\n        data = np.amax(data) - data        \n    data = data - np.min(data)\n    data = data / np.max(data)\n    data = (data * 255).astype(np.uint8)\n    im = Image.fromarray(data)\n    im.save('/kaggle/working/65761e66de9f.jpg')\n    plt.show()","metadata":{"execution":{"iopub.status.busy":"2021-05-27T05:01:54.360303Z","iopub.execute_input":"2021-05-27T05:01:54.360769Z","iopub.status.idle":"2021-05-27T05:01:54.552300Z","shell.execute_reply.started":"2021-05-27T05:01:54.360740Z","shell.execute_reply":"2021-05-27T05:01:54.551602Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"from IPython.display import Image\n#Image(filename='/kaggle/working/65761e66de9f.jpg') ","metadata":{"execution":{"iopub.status.busy":"2021-05-27T05:52:36.227799Z","iopub.execute_input":"2021-05-27T05:52:36.228200Z","iopub.status.idle":"2021-05-27T05:52:36.231659Z","shell.execute_reply.started":"2021-05-27T05:52:36.228165Z","shell.execute_reply":"2021-05-27T05:52:36.230979Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"img = matplotlib.image.imread(\"/kaggle/working/65761e66de9f.jpg\")\nfigure, ax = plt.subplots(1)\nrect = patches.Rectangle((720,636),332,648, edgecolor='r', facecolor=\"none\")\nrect1 = patches.Rectangle((2044,847),329,576, edgecolor='r', facecolor=\"none\")\nax.imshow(img)\nax.add_patch(rect)\nax.add_patch(rect1)","metadata":{"execution":{"iopub.status.busy":"2021-05-27T05:01:54.565330Z","iopub.execute_input":"2021-05-27T05:01:54.565938Z","iopub.status.idle":"2021-05-27T05:01:55.334375Z","shell.execute_reply.started":"2021-05-27T05:01:54.565901Z","shell.execute_reply":"2021-05-27T05:01:55.333405Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"for f_name in glob.iglob('/kaggle/input/siim-covid19-detection/train/'+aa_name[1]+'/*/*.dcm'): #, recursive=True\n    ds = pydicom.dcmread(f_name)\n    print(ds.pixel_array.shape)\n\nfor f_name in glob.iglob('/kaggle/input/siim-covid19-detection/train/'+aa_name[4]+'/*/*.dcm'): #, recursive=True\n    ds = pydicom.dcmread(f_name)\n    print(ds.pixel_array.shape)\n    \nfor f_name in glob.iglob('/kaggle/input/siim-covid19-detection/train/'+aa_name[16]+'/*/*.dcm'): #, recursive=True\n    ds = pydicom.dcmread(f_name)\n    print(ds.pixel_array.shape)\n\nfor f_name in glob.iglob('/kaggle/input/siim-covid19-detection/train/'+aa_name[40]+'/*/*.dcm'): #, recursive=True\n    ds = pydicom.dcmread(f_name)\n    print(ds.pixel_array.shape)\n    \nfor f_name in glob.iglob('/kaggle/input/siim-covid19-detection/train/'+aa_name[45]+'/*/*.dcm'): #, recursive=True\n    ds = pydicom.dcmread(f_name)\n    print(ds.pixel_array.shape)","metadata":{"execution":{"iopub.status.busy":"2021-05-27T05:01:55.335659Z","iopub.execute_input":"2021-05-27T05:01:55.335958Z","iopub.status.idle":"2021-05-27T05:01:55.408008Z","shell.execute_reply.started":"2021-05-27T05:01:55.335928Z","shell.execute_reply":"2021-05-27T05:01:55.407236Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"","metadata":{},"execution_count":null,"outputs":[]}]}