{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"name":"python","version":"3.10.12","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"code","source":"","metadata":{},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# <center style=\"font-family: consolas; font-size: 32px; font-weight: bold;\"> RSNA 2023 Abdominal Trauma Detection</center>\n<p><center style=\"color:#949494; font-family: consolas; font-size: 20px;\">Part 1: EDA and Data preprocessing</center></p>\n\n***","metadata":{}},{"cell_type":"markdown","source":"### Context\n\nBlunt force abdominal trauma is among the most common types of traumatic injury, with the most frequent cause being motor vehicle accidents. Abdominal trauma may result in damage and internal bleeding of the internal organs, including the liver, spleen, kidneys, and bowel. Detection and classification of injuries are key to effective treatment and favorable outcomes. A large proportion of patients with abdominal trauma require urgent surgery. Abdominal trauma often cannot be diagnosed clinically by physical exam, patient symptoms, or laboratory tests.\n\nPrompt diagnosis of abdominal trauma using medical imaging is thus critical to patient care. AI tools that assist and expedite diagnosis of abdominal trauma have the potential to substantially improve patient care and health outcomes in the emergency setting.\n\nThe datatset ...\n\n\n\nIn this notebook, 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"}}},{"cell_type":"markdown","source":"#### <a id=\"top\"></a>\n# <div style=\"box-shadow: rgb(60, 121, 245) 0px 0px 0px 3px inset, rgb(255, 255, 255) 10px -10px 0px -3px, rgb(31, 193, 27) 10px -10px, rgb(255, 255, 255) 20px -20px 0px -3px, rgb(255, 217, 19) 20px -20px, rgb(255, 255, 255) 30px -30px 0px -3px, rgb(255, 156, 85) 30px -30px, rgb(255, 255, 255) 40px -40px 0px -3px, rgb(255, 85, 85) 40px -40px; padding:20px; margin-right: 40px; font-size:30px; font-family: consolas; text-align:center; display:fill; border-radius:15px; color:rgb(60, 121, 245);\"><b>Table of contents</b></div>\n\n<div style=\"background-color: rgba(60, 121, 245, 0.03); padding:30px; font-size:15px; font-family: consolas;\">\n<ul>\n    <li><a href=\"#1\" target=\"_self\" rel=\" noreferrer nofollow\">1. Exploratory Data Analysis (EDA)</a>\n        <ul>\n            <li><a href=\"#1.1\" target=\"_self\" rel=\" noreferrer nofollow\">1.1. Visulize dicom images</a></li>\n            <li><a href=\"#1.2\" target=\"_self\" rel=\" noreferrer nofollow\">1.2. Analyse distribution of labels</a></li>\n        </ul>\n    </li>\n    <li><a href=\"#1\" target=\"_self\" rel=\" noreferrer nofollow\">2. Data processing</a>\n        <ul>\n            <li><a href=\"#1.1\" target=\"_self\" rel=\" noreferrer nofollow\">2.1. Convert dicom to nifti</a></li>\n            <li><a href=\"#1.2\" target=\"_self\" rel=\" noreferrer nofollow\">2.2. Project 3D  images into 2D using MIP (Maximum Intensity Projection) method</a></li>\n        </ul>\n    </li>\n    <li><a href=\"#1\" target=\"_self\" rel=\" noreferrer nofollow\">3. Classification </a>\n        <ul>\n            <li><a href=\"#1.1\" target=\"_self\" rel=\" noreferrer nofollow\">3.1. Deploy the model </a></li>\n            <li><a href=\"#1.2\" target=\"_self\" rel=\" noreferrer nofollow\">3.2. Model evaluation </a></li>\n        </ul>\n    </li>\n    \n    \n</ul>\n\n</div>\n\n## (TO BE CONTINUED)","metadata":{}},{"cell_type":"markdown","source":"## 1. EDA\n- Count the observation number belonging to each class. \n- Visualize the distribution of labels corresponding to each injury type.","metadata":{}},{"cell_type":"code","source":"import os\nimport numpy as np\nimport pandas as pd\nimport nibabel as nib\nimport pydicom\nimport matplotlib.pyplot as plt\nfrom termcolor import colored\nimport random\nimport pydicom\n\ndata_path = '/kaggle/input/rsna-2023-abdominal-trauma-detection/'\ntrain_path = data_path + 'train_images/'\ntest_path = data_path + 'test_images/'\nseg_path = data_path + 'segmentations/'\n\nprint('Number of training images: ', len(os.listdir(train_path)))\nprint('Number of test images: ', len(os.listdir(test_path)))\nprint('Number of segmented images: ', len(os.listdir(seg_path)))","metadata":{"execution":{"iopub.status.busy":"2023-08-03T13:52:43.142694Z","iopub.execute_input":"2023-08-03T13:52:43.144355Z","iopub.status.idle":"2023-08-03T13:52:43.166756Z","shell.execute_reply.started":"2023-08-03T13:52:43.144219Z","shell.execute_reply":"2023-08-03T13:52:43.165803Z"},"trusted":true},"execution_count":14,"outputs":[{"name":"stdout","text":"Number of training images:  3147\nNumber of test images:  3\nNumber of segmented images:  206\n","output_type":"stream"}]},{"cell_type":"markdown","source":"### 1.1. Visualize dicom images and the corresponding masks","metadata":{}},{"cell_type":"code","source":"# The information included in a dicom file\ndcm_file = pydicom.dcmread(train_path + '10004/21057/1000.dcm' )\nprint(dcm_file)","metadata":{"execution":{"iopub.status.busy":"2023-08-03T13:52:44.740878Z","iopub.execute_input":"2023-08-03T13:52:44.741589Z","iopub.status.idle":"2023-08-03T13:52:44.768116Z","shell.execute_reply.started":"2023-08-03T13:52:44.741551Z","shell.execute_reply":"2023-08-03T13:52:44.767115Z"},"trusted":true},"execution_count":15,"outputs":[{"name":"stdout","text":"Dataset.file_meta -------------------------------\n(0002, 0001) File Meta Information Version       OB: b'\\x00\\x01'\n(0002, 0002) Media Storage SOP Class UID         UI: CT Image Storage\n(0002, 0003) Media Storage SOP Instance UID      UI: 1.2.123.12345.1.2.3.10004.1.1000\n(0002, 0010) Transfer Syntax UID                 UI: RLE Lossless\n(0002, 0012) Implementation Class UID            UI: 1.2.3.123456.4.5.1234.1.12.0\n(0002, 0013) Implementation Version Name         SH: 'PYDICOM 2.4.0'\n-------------------------------------------------\n(0008, 0018) SOP Instance UID                    UI: 1.2.123.12345.1.2.3.10004.1.1000\n(0008, 0023) Content Date                        DA: '20230721'\n(0008, 0033) Content Time                        TM: '232531.265856'\n(0010, 0020) Patient ID                          LO: '10004'\n(0018, 0050) Slice Thickness                     DS: '1.0'\n(0018, 0060) KVP                                 DS: '90.0'\n(0018, 5100) Patient Position                    CS: 'HFS'\n(0020, 000d) Study Instance UID                  UI: 1.2.123.12345.1.2.3.10004\n(0020, 000e) Series Instance UID                 UI: 1.2.123.12345.1.2.3.10004.21057\n(0020, 0011) Series Number                       IS: '16'\n(0020, 0013) Instance Number                     IS: '1000'\n(0020, 0032) Image Position (Patient)            DS: [-240.55273, -378.05273, -1600.9]\n(0020, 0037) Image Orientation (Patient)         DS: [1.0, 0.0, 0.0, 0.0, 1.0, 0.0]\n(0020, 0052) Frame of Reference UID              UI: 1.2.826.0.1.3680043.8.498.61841901354930484747532163888112046276\n(0028, 0002) Samples per Pixel                   US: 1\n(0028, 0004) Photometric Interpretation          CS: 'MONOCHROME2'\n(0028, 0010) Rows                                US: 512\n(0028, 0011) Columns                             US: 512\n(0028, 0030) Pixel Spacing                       DS: [0.89453125, 0.89453125]\n(0028, 0100) Bits Allocated                      US: 16\n(0028, 0101) Bits Stored                         US: 12\n(0028, 0102) High Bit                            US: 11\n(0028, 0103) Pixel Representation                US: 0\n(0028, 1050) Window Center                       DS: '50.0'\n(0028, 1051) Window Width                        DS: '400.0'\n(0028, 1052) Rescale Intercept                   DS: '-1024.0'\n(0028, 1053) Rescale Slope                       DS: '1.0'\n(0028, 1054) Rescale Type                        LO: 'HU'\n(7fe0, 0010) Pixel Data                          OB: Array of 267572 elements\n","output_type":"stream"}]},{"cell_type":"code","source":"pixel_array = dcm_file.pixel_array\nplt.imshow(pixel_array, cmap = 'gray')","metadata":{"execution":{"iopub.status.busy":"2023-08-03T13:52:45.871102Z","iopub.execute_input":"2023-08-03T13:52:45.871596Z","iopub.status.idle":"2023-08-03T13:52:46.322329Z","shell.execute_reply.started":"2023-08-03T13:52:45.871557Z","shell.execute_reply":"2023-08-03T13:52:46.32064Z"},"trusted":true},"execution_count":16,"outputs":[{"execution_count":16,"output_type":"execute_result","data":{"text/plain":"<matplotlib.image.AxesImage at 0x792fd1df1b40>"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure size 640x480 with 1 Axes>","image/png":"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"},"metadata":{}}]},{"cell_type":"code","source":"# Determine all series in the training set\nL_train_series = []\n\nfor patient_id in os.listdir(train_path):\n    L_train_series = L_train_series + os.listdir(train_path + patient_id + '/')\n    \n# Determine all the series in the segmentation folder (L_seg)\nL_seg = [f.split('.')[0] for f in os.listdir(seg_path)]\n\nprint('Intersection of L_train_series and L_seg: ', len(set(L_train_series).intersection(L_seg)))","metadata":{"execution":{"iopub.status.busy":"2023-08-03T13:52:46.325173Z","iopub.execute_input":"2023-08-03T13:52:46.326312Z","iopub.status.idle":"2023-08-03T13:52:48.101442Z","shell.execute_reply.started":"2023-08-03T13:52:46.326257Z","shell.execute_reply":"2023-08-03T13:52:48.099989Z"},"trusted":true},"execution_count":17,"outputs":[{"name":"stdout","text":"Intersection of L_train_series and L_seg:  206\n","output_type":"stream"}]},{"cell_type":"markdown","source":"**-->There are 206 training images which were segmented**","metadata":{}},{"cell_type":"code","source":"train_dc = pd.read_parquet(data_path + 'train_dicom_tags.parquet')\ntrain_dc['path'] = train_dc['path'].apply(lambda x: data_path + x)\ntrain_dc['series'] = train_dc['path'].apply(lambda x: x.split('/')[-2])\ntrain_dc['slice'] = train_dc['path'].apply(lambda x: int(x.split('/')[-1].split('.')[0]))\n\n# take randomly one image from the segmented list\ndef read_nii_file(file_path):\n    img = nib.load(file_path)\n    data = img.get_fdata()\n    \n    return np.array(data)\n\ndef visualize_image_and_mask(train_dc, L_seg):\n    s = random.choice(L_seg)\n    train_s = train_dc[train_dc['series'] == s]\n    # Sort values of dataframe \"train_id\" by slice order\n    train_s = train_s.sort_values(by = 'slice', ascending = True)\n    \n    # segmented image corresponding to the series \"s\"\n    seg_s = read_nii_file(seg_path + s + '.nii')\n\n    assert seg_s.shape[2] == train_s.shape[0]\n    \n    # determine the middle slice\n    mid_s = seg_s.shape[2]//2\n    \n    # visualize dicom images\n    print('Segmented images')\n    plt.figure(figsize = (18,4))\n    for ind, sl in enumerate(range(mid_s - 5, mid_s + 5)):\n        dcm_path = train_dc[train_dc['slice']==sl]['path'].values[0]\n        dcm_file = pydicom.dcmread(dcm_path)\n        pixel = dcm_file.pixel_array \n        plt.subplot(1, 10, ind +1)\n        plt.imshow(np.rot90(pixel), cmap = 'gray')\n    plt.show()\n\n    print('Segmented masks')\n    # Visualize the corresponding segmented mask\n    plt.figure(figsize = (18,4))\n    for ind, sl in enumerate(range(mid_s - 5, mid_s +5)):\n        plt.subplot(1,10,ind+1)\n        plt.imshow(seg_s[:,:,sl])\n    plt.show()\n    \nvisualize_image_and_mask(train_dc, L_seg)    \n    ","metadata":{"execution":{"iopub.status.busy":"2023-08-03T13:53:40.13707Z","iopub.execute_input":"2023-08-03T13:53:40.137474Z","iopub.status.idle":"2023-08-03T13:54:06.50429Z","shell.execute_reply.started":"2023-08-03T13:53:40.137441Z","shell.execute_reply":"2023-08-03T13:54:06.500846Z"},"trusted":true},"execution_count":18,"outputs":[{"name":"stdout","text":"Segmented images\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"<Figure size 1800x400 with 10 Axes>","image/png":"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"},"metadata":{}},{"name":"stdout","text":"Segmented masks\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"<Figure size 1800x400 with 10 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"},"metadata":{}}]},{"cell_type":"markdown","source":"## 1.2. Analyse distribution of labels","metadata":{}},{"cell_type":"code","source":"df_train = pd.read_csv(data_path + 'train.csv')\nprint('Shape of df_train: ', df_train.shape)\n\ndf_train.head(5)","metadata":{"execution":{"iopub.status.busy":"2023-08-03T13:55:07.460487Z","iopub.execute_input":"2023-08-03T13:55:07.461141Z","iopub.status.idle":"2023-08-03T13:55:07.496317Z","shell.execute_reply.started":"2023-08-03T13:55:07.461094Z","shell.execute_reply":"2023-08-03T13:55:07.495164Z"},"trusted":true},"execution_count":19,"outputs":[{"name":"stdout","text":"Shape of df_train:  (3147, 15)\n","output_type":"stream"},{"execution_count":19,"output_type":"execute_result","data":{"text/plain":"   patient_id  bowel_healthy  bowel_injury  extravasation_healthy  \\\n0       10004              1             0                      0   \n1       10005              1             0                      1   \n2       10007              1             0                      1   \n3       10026              1             0                      1   \n4       10051              1             0                      1   \n\n   extravasation_injury  kidney_healthy  kidney_low  kidney_high  \\\n0                     1               0           1            0   \n1                     0               1           0            0   \n2                     0               1           0            0   \n3                     0               1           0            0   \n4                     0               1           0            0   \n\n   liver_healthy  liver_low  liver_high  spleen_healthy  spleen_low  \\\n0              1          0           0               0           0   \n1              1          0           0               1           0   \n2              1          0           0               1           0   \n3              1          0           0               1           0   \n4              1          0           0               0           1   \n\n   spleen_high  any_injury  \n0            1           1  \n1            0           0  \n2            0           0  \n3            0           0  \n4            0           1  ","text/html":"<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>patient_id</th>\n      <th>bowel_healthy</th>\n      <th>bowel_injury</th>\n      <th>extravasation_healthy</th>\n      <th>extravasation_injury</th>\n      <th>kidney_healthy</th>\n      <th>kidney_low</th>\n      <th>kidney_high</th>\n      <th>liver_healthy</th>\n      <th>liver_low</th>\n      <th>liver_high</th>\n      <th>spleen_healthy</th>\n      <th>spleen_low</th>\n      <th>spleen_high</th>\n      <th>any_injury</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>10004</td>\n      <td>1</td>\n      <td>0</td>\n      <td>0</td>\n      <td>1</td>\n      <td>0</td>\n      <td>1</td>\n      <td>0</td>\n      <td>1</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>1</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>10005</td>\n      <td>1</td>\n      <td>0</td>\n      <td>1</td>\n      <td>0</td>\n      <td>1</td>\n      <td>0</td>\n      <td>0</td>\n      <td>1</td>\n      <td>0</td>\n      <td>0</td>\n      <td>1</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>10007</td>\n      <td>1</td>\n      <td>0</td>\n      <td>1</td>\n      <td>0</td>\n      <td>1</td>\n      <td>0</td>\n      <td>0</td>\n      <td>1</td>\n      <td>0</td>\n      <td>0</td>\n      <td>1</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>10026</td>\n      <td>1</td>\n      <td>0</td>\n      <td>1</td>\n      <td>0</td>\n      <td>1</td>\n      <td>0</td>\n      <td>0</td>\n      <td>1</td>\n      <td>0</td>\n      <td>0</td>\n      <td>1</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>10051</td>\n      <td>1</td>\n      <td>0</td>\n      <td>1</td>\n      <td>0</td>\n      <td>1</td>\n      <td>0</td>\n      <td>0</td>\n      <td>1</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>1</td>\n      <td>0</td>\n      <td>1</td>\n    </tr>\n  </tbody>\n</table>\n</div>"},"metadata":{}}]},{"cell_type":"markdown","source":"**Visualize the observation number corresponding to each class**\n+ bowel healthy/ bowel injury\n+ extravasation health / extravasation injury\n+ kidney healthy / kidney low / kidney high\n+ liver healthy / liver low / liver high\n+ spleen healthy / spleen low / spleen high ","metadata":{}},{"cell_type":"code","source":"def visualize(labels, values, ylim, n_plots, sub_plot, sub_title = None, x_label = None, y_label = None, fig_size = None):\n    if fig_size:\n        plt.figure(figsize = fig_size)\n    else:\n        plt.subplot(1, n_plots, sub_plot)\n        \n    plt.ylim(0,ylim)\n    bar_plot = plt.bar(labels, values, width = 0.5)\n    plt.xticks(rotation = 45, ha = 'right')\n    plt.title(sub_title)\n    if x_label or y_label:\n        plt.xlabel(x_label)\n        plt.ylabel(y_label)\n    \n    for bar in bar_plot:\n        height = bar.get_height()\n        plt.annotate('{}'.format(height),\n                    xy=(bar.get_x() + bar.get_width() / 2, height),\n                    xytext=(0, 3),  # 3 points vertical offset\n                    textcoords=\"offset points\",\n                    ha='center', va='bottom')\n    #plt.show()\n","metadata":{"execution":{"iopub.status.busy":"2023-08-03T13:55:07.498978Z","iopub.execute_input":"2023-08-03T13:55:07.499315Z","iopub.status.idle":"2023-08-03T13:55:07.509574Z","shell.execute_reply.started":"2023-08-03T13:55:07.499284Z","shell.execute_reply":"2023-08-03T13:55:07.508767Z"},"trusted":true},"execution_count":20,"outputs":[]},{"cell_type":"code","source":"Labels_binary = ['Healthy', 'Injury']\nLabels_tri = ['Healthy', 'Low', 'Hight']\nn_train = df_train.shape[0]\n# Bowel injury\nC_bowel = df_train['bowel_injury'].value_counts()\n\n# Extravasation injury\nC_extra = df_train['extravasation_injury'].value_counts()\n\n# Kidney \nkidney_healthy = np.sum(df_train['kidney_healthy'])\nkidney_low = np.sum(df_train['kidney_low'])\nkidney_high = np.sum(df_train['kidney_high'])\nC_kidney = [kidney_healthy, kidney_low, kidney_high]\n\n# Liver\nliver_healthy = np.sum(df_train['liver_healthy'])\nliver_low = np.sum(df_train['liver_low'])\nliver_high = np.sum(df_train['liver_high'])\nC_liver = [liver_healthy, liver_low, liver_high]\n\n# Spleen\nsp_healthy = np.sum(df_train['spleen_healthy'])\nsp_low = np.sum(df_train['spleen_low'])\nsp_high = np.sum(df_train['spleen_high'])\nC_spleen = [sp_healthy, sp_low, sp_high]\n\nylim = n_train + 500\nplt.figure(figsize = (20, 3))\nvisualize(Labels_binary, C_bowel, ylim, n_plots = 5, sub_plot = 1, sub_title = 'Bowel')\nvisualize(Labels_binary, C_extra, ylim, n_plots = 5, sub_plot = 2, sub_title = 'Extravasation')\nvisualize(Labels_tri, C_kidney, ylim, n_plots = 5, sub_plot = 3, sub_title = 'Kidney')\nvisualize(Labels_tri, C_liver, ylim, n_plots = 5, sub_plot = 4, sub_title = 'Liver')\nvisualize(Labels_tri, C_spleen, ylim, n_plots = 5, sub_plot = 5, sub_title = 'Spleen')","metadata":{"execution":{"iopub.status.busy":"2023-08-03T13:55:07.510928Z","iopub.execute_input":"2023-08-03T13:55:07.511244Z","iopub.status.idle":"2023-08-03T13:55:08.625877Z","shell.execute_reply.started":"2023-08-03T13:55:07.511215Z","shell.execute_reply":"2023-08-03T13:55:08.624679Z"},"trusted":true},"execution_count":21,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 2000x300 with 5 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"},"metadata":{}}]},{"cell_type":"code","source":"plt.figure(figsize = (4,3))\nC_any = df_train['any_injury'].value_counts()\nvisualize(Labels_binary, C_any, ylim, n_plots = 1, sub_plot = 1, sub_title = 'Any injury')\n","metadata":{"execution":{"iopub.status.busy":"2023-08-03T13:55:08.627697Z","iopub.execute_input":"2023-08-03T13:55:08.628443Z","iopub.status.idle":"2023-08-03T13:55:09.371527Z","shell.execute_reply.started":"2023-08-03T13:55:08.628402Z","shell.execute_reply":"2023-08-03T13:55:09.370368Z"},"trusted":true},"execution_count":22,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 400x300 with 1 Axes>","image/png":"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"},"metadata":{}}]},{"cell_type":"markdown","source":"**--> There are 2292 participants who do not havy any injury, 855 participants have at least on injury.**","metadata":{}},{"cell_type":"code","source":"# Count the number of participants which have only one series, two series, ... \nfrom collections import Counter\n\ntrain_meta = pd.read_csv(data_path + 'train_series_meta.csv')\ncounts = Counter(list(train_meta['patient_id']))\npatient_id = list(counts.keys())\nnb_series = list(counts.values())\n\ndf_series = {'patient_id': patient_id,\n        'nb_series': nb_series}\n\ndf = pd.DataFrame.from_dict(df_series)\n\nC_series = df['nb_series'].value_counts()\nvisualize(labels = ['1 series', '2 series'], values = C_series, ylim = 2000, n_plots = 1, sub_plot = 1,\n         x_label = 'Number of dicom series', y_label = 'Number of participants', fig_size = (5,5))\n","metadata":{"execution":{"iopub.status.busy":"2023-08-03T13:55:09.374813Z","iopub.execute_input":"2023-08-03T13:55:09.375171Z","iopub.status.idle":"2023-08-03T13:55:09.667331Z","shell.execute_reply.started":"2023-08-03T13:55:09.375139Z","shell.execute_reply":"2023-08-03T13:55:09.666106Z"},"trusted":true},"execution_count":23,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 500x500 with 1 Axes>","image/png":"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"},"metadata":{}}]},{"cell_type":"markdown","source":"**--> 1583 participants have 1 series of dicom images; 1564 participants have 1564 have 2 series of dicom images**","metadata":{}},{"cell_type":"markdown","source":"## 2. Data preprocessing\n- Convert dicom to nifti\n- Determine 2D MIP coronal images \n- Normalization\n","metadata":{"execution":{"iopub.status.busy":"2023-08-01T17:56:45.998963Z","iopub.execute_input":"2023-08-01T17:56:45.999401Z","iopub.status.idle":"2023-08-01T17:56:46.006957Z","shell.execute_reply.started":"2023-08-01T17:56:45.999356Z","shell.execute_reply":"2023-08-01T17:56:46.005558Z"}}},{"cell_type":"code","source":"def dicom_to_nifti(dicom_dir, output_nifti):\n    # Get a list of DICOM files in the input directory\n    dicom_files = [os.path.join(dicom_dir, file) for file in os.listdir(dicom_dir) if file.endswith('.dcm')]\n\n    if not dicom_files:\n        print(\"No DICOM files found in the specified directory.\")\n        return\n\n    # Sort the DICOM files to ensure correct order\n    dicom_files.sort()\n\n    try:\n        # Load the first DICOM file to get necessary information\n        first_dicom = pydicom.dcmread(dicom_files[0])\n\n        # Get the image data and the voxel spacing from the DICOM files\n        voxel_data = [pydicom.dcmread(dicom_file).pixel_array for dicom_file in dicom_files]\n        voxel_data = np.stack(voxel_data, axis=-1)\n        voxel_spacing = [float(first_dicom.PixelSpacing[0]), float(first_dicom.PixelSpacing[1]), float(first_dicom.SliceThickness)]\n\n        # Create a NIfTI image from the DICOM data\n        nifti_img = nib.Nifti1Image(voxel_data, np.eye(4))\n        nifti_img.header.set_zooms(voxel_spacing)\n\n        # Save the NIfTI image to the output file\n        #nib.save(nifti_img, output_nifti)\n        print(\"Conversion completed. NIfTI file saved successfully.\")\n\n    except Exception as e:\n        print(\"Error converting DICOM to NIfTI:\", str(e))\n        \n    return nifti_img\n        \n","metadata":{"execution":{"iopub.status.busy":"2023-08-03T13:55:09.668797Z","iopub.execute_input":"2023-08-03T13:55:09.669164Z","iopub.status.idle":"2023-08-03T13:55:09.684037Z","shell.execute_reply.started":"2023-08-03T13:55:09.669131Z","shell.execute_reply":"2023-08-03T13:55:09.682443Z"},"trusted":true},"execution_count":24,"outputs":[]},{"cell_type":"code","source":"# convert the first five images in the training set\n\noutput_path = '/kaggle/working/'\nos.mkdir(output_path + 'Nifti_train/')\n\n# list of MIP images\nA = {}\nfor patient_id in os.listdir(train_path)[:5]:\n    print(patient_id)\n    id_output = output_path + 'Nifti_train/' + patient_id + '/'\n    os.mkdir(id_output)\n    series = os.listdir(train_path + patient_id)[0]\n    #os.mkdir(id_output + series)\n    dcm_path = train_path + patient_id + '/' + series + '/'\n    nifti_name = series + '.nii'\n    nifti_img = dicom_to_nifti(dcm_path, id_output + nifti_name)\n    mip_img = np.amax(nifti_img, axis = 0)\n    # Min-max normalization\n    img_norm = (mip_img - np.min(mip_img))(np.max(mip_img) - np.min(mip_img))\n        ","metadata":{"execution":{"iopub.status.busy":"2023-08-03T13:55:09.685784Z","iopub.execute_input":"2023-08-03T13:55:09.686426Z","iopub.status.idle":"2023-08-03T13:55:10.124564Z","shell.execute_reply.started":"2023-08-03T13:55:09.686392Z","shell.execute_reply":"2023-08-03T13:55:10.122749Z"},"trusted":true},"execution_count":25,"outputs":[{"traceback":["\u001b[0;31m---------------------------------------------------------------------------\u001b[0m","\u001b[0;31mFileExistsError\u001b[0m                           Traceback (most recent call last)","Cell \u001b[0;32mIn[25], line 4\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[38;5;66;03m# convert the first five images in the training set\u001b[39;00m\n\u001b[1;32m      3\u001b[0m output_path \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124m/kaggle/working/\u001b[39m\u001b[38;5;124m'\u001b[39m\n\u001b[0;32m----> 4\u001b[0m \u001b[43mos\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mmkdir\u001b[49m\u001b[43m(\u001b[49m\u001b[43moutput_path\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m+\u001b[39;49m\u001b[43m \u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mNifti_train/\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m)\u001b[49m\n\u001b[1;32m      7\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m patient_id \u001b[38;5;129;01min\u001b[39;00m os\u001b[38;5;241m.\u001b[39mlistdir(train_path)[:\u001b[38;5;241m5\u001b[39m]:\n\u001b[1;32m      8\u001b[0m     \u001b[38;5;28mprint\u001b[39m(patient_id)\n","\u001b[0;31mFileExistsError\u001b[0m: [Errno 17] File exists: '/kaggle/working/Nifti_train/'"],"ename":"FileExistsError","evalue":"[Errno 17] File exists: '/kaggle/working/Nifti_train/'","output_type":"error"}]},{"cell_type":"code","source":"'''\nfrom ipywidgets import interact\ndef display_3d_image(layer):\n    plt.figure(figsize=(5,5))\n    channel = 3\n    plt.imshow(image[:,:,layer], cmap = 'gray')\n    plt.title('Nifti image', fontsize = 16)\n    plt.axis('off')\n    return layer\n\nimage = read_nii_file('/kaggle/working/Nifti_train/33834/17341.nii')\n\ninteract(display_3d_image, layer = (0, image.shape[2]-1))\n\n'''","metadata":{"execution":{"iopub.status.busy":"2023-08-03T15:14:36.315526Z","iopub.execute_input":"2023-08-03T15:14:36.316061Z","iopub.status.idle":"2023-08-03T15:14:36.324218Z","shell.execute_reply.started":"2023-08-03T15:14:36.316021Z","shell.execute_reply":"2023-08-03T15:14:36.32311Z"},"trusted":true},"execution_count":63,"outputs":[{"execution_count":63,"output_type":"execute_result","data":{"text/plain":"\"\\nfrom ipywidgets import interact\\ndef display_3d_image(layer):\\n    plt.figure(figsize=(5,5))\\n    channel = 3\\n    plt.imshow(image[:,:,layer], cmap = 'gray')\\n    plt.title('Nifti image', fontsize = 16)\\n    plt.axis('off')\\n    return layer\\n\\nimage = read_nii_file('/kaggle/working/Nifti_train/33834/17341.nii')\\n\\ninteract(display_3d_image, layer = (0, image.shape[2]-1))\\n\\n\""},"metadata":{}}]},{"cell_type":"markdown","source":"**Convert images into 2D MIP images**","metadata":{}},{"cell_type":"code","source":"np.min(img_1)","metadata":{"execution":{"iopub.status.busy":"2023-08-03T14:42:01.641531Z","iopub.execute_input":"2023-08-03T14:42:01.642059Z","iopub.status.idle":"2023-08-03T14:42:01.838653Z","shell.execute_reply.started":"2023-08-03T14:42:01.642023Z","shell.execute_reply":"2023-08-03T14:42:01.837778Z"},"trusted":true},"execution_count":41,"outputs":[{"execution_count":41,"output_type":"execute_result","data":{"text/plain":"-2048.0"},"metadata":{}}]},{"cell_type":"code","source":"np.max(img_1)","metadata":{"execution":{"iopub.status.busy":"2023-08-03T14:42:13.441996Z","iopub.execute_input":"2023-08-03T14:42:13.44249Z","iopub.status.idle":"2023-08-03T14:42:13.62645Z","shell.execute_reply.started":"2023-08-03T14:42:13.442454Z","shell.execute_reply":"2023-08-03T14:42:13.625135Z"},"trusted":true},"execution_count":42,"outputs":[{"execution_count":42,"output_type":"execute_result","data":{"text/plain":"1643.0"},"metadata":{}}]},{"cell_type":"code","source":"","metadata":{},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"","metadata":{},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"img_1 = read_nii_file(output_path + 'Nifti_train/44515/2942.nii')","metadata":{"execution":{"iopub.status.busy":"2023-08-03T13:58:23.488884Z","iopub.execute_input":"2023-08-03T13:58:23.489367Z","iopub.status.idle":"2023-08-03T13:58:25.320589Z","shell.execute_reply.started":"2023-08-03T13:58:23.489333Z","shell.execute_reply":"2023-08-03T13:58:25.319395Z"},"trusted":true},"execution_count":34,"outputs":[]},{"cell_type":"code","source":"img_2 = read_nii_file(output_path + 'Nifti_train/44515/12236.nii')","metadata":{"execution":{"iopub.status.busy":"2023-08-03T13:58:39.646899Z","iopub.execute_input":"2023-08-03T13:58:39.647343Z","iopub.status.idle":"2023-08-03T13:58:40.591915Z","shell.execute_reply.started":"2023-08-03T13:58:39.647312Z","shell.execute_reply":"2023-08-03T13:58:40.590558Z"},"trusted":true},"execution_count":35,"outputs":[]},{"cell_type":"code","source":"img_1.shape","metadata":{"execution":{"iopub.status.busy":"2023-08-03T13:58:44.391721Z","iopub.execute_input":"2023-08-03T13:58:44.392194Z","iopub.status.idle":"2023-08-03T13:58:44.400219Z","shell.execute_reply.started":"2023-08-03T13:58:44.392159Z","shell.execute_reply":"2023-08-03T13:58:44.398978Z"},"trusted":true},"execution_count":36,"outputs":[{"execution_count":36,"output_type":"execute_result","data":{"text/plain":"(512, 512, 588)"},"metadata":{}}]},{"cell_type":"code","source":"img_2.shape","metadata":{"execution":{"iopub.status.busy":"2023-08-03T13:58:52.576476Z","iopub.execute_input":"2023-08-03T13:58:52.577313Z","iopub.status.idle":"2023-08-03T13:58:52.584592Z","shell.execute_reply.started":"2023-08-03T13:58:52.577276Z","shell.execute_reply":"2023-08-03T13:58:52.583842Z"},"trusted":true},"execution_count":37,"outputs":[{"execution_count":37,"output_type":"execute_result","data":{"text/plain":"(512, 512, 280)"},"metadata":{}}]},{"cell_type":"code","source":"np.argmax(img_1)","metadata":{"execution":{"iopub.status.busy":"2023-08-03T13:59:06.803061Z","iopub.execute_input":"2023-08-03T13:59:06.804382Z","iopub.status.idle":"2023-08-03T13:59:10.791126Z","shell.execute_reply.started":"2023-08-03T13:59:06.80434Z","shell.execute_reply":"2023-08-03T13:59:10.789863Z"},"trusted":true},"execution_count":38,"outputs":[{"execution_count":38,"output_type":"execute_result","data":{"text/plain":"76104137"},"metadata":{}}]},{"cell_type":"code","source":"np.argmax(img_2)","metadata":{"execution":{"iopub.status.busy":"2023-08-03T13:59:21.018031Z","iopub.execute_input":"2023-08-03T13:59:21.018504Z","iopub.status.idle":"2023-08-03T13:59:22.569114Z","shell.execute_reply.started":"2023-08-03T13:59:21.01847Z","shell.execute_reply":"2023-08-03T13:59:22.567837Z"},"trusted":true},"execution_count":39,"outputs":[{"execution_count":39,"output_type":"execute_result","data":{"text/plain":"50973042"},"metadata":{}}]},{"cell_type":"code","source":"","metadata":{},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"","metadata":{},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"## TO BE CONTINUED\n\n### (Please upvote if you find this notebook useful, thank you! ^^) ","metadata":{}},{"cell_type":"code","source":"","metadata":{},"execution_count":null,"outputs":[]}]}