{"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":"markdown","source":"# **Dataset Description**","metadata":{}},{"cell_type":"markdown","source":"The goal of this competition is to identify several potential injuries in CT scans of trauma patients. Any of these injuries can be fatal on a short time frame if untreated so there is great value in rapid diagnosis.\n\nThis competition uses a hidden test. When your submitted notebook is scored, the actual test data (including a full length sample submission) will be made available to your notebook.\n![image.png](attachment:dc5b3a16-7666-4a41-bfa9-c16008758f02.png)","metadata":{},"attachments":{"dc5b3a16-7666-4a41-bfa9-c16008758f02.png":{"image/png":"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"}}},{"cell_type":"markdown","source":"# **Initializing Libraries**","metadata":{}},{"cell_type":"code","source":"import numpy as np\nimport pandas as pd\nfrom numpy import *\nimport random\nimport seaborn as sns\nimport pathlib\nimport pydicom\nimport nibabel as nib\nimport math\nimport pandas as pd\nimport glob\nimport tqdm\nimport matplotlib.pyplot as plt\nimport matplotlib.animation as animation\nfrom IPython.display import HTML\n\nimport os","metadata":{"execution":{"iopub.status.busy":"2023-09-18T21:09:31.293693Z","iopub.execute_input":"2023-09-18T21:09:31.294123Z","iopub.status.idle":"2023-09-18T21:09:32.64757Z","shell.execute_reply.started":"2023-09-18T21:09:31.294087Z","shell.execute_reply":"2023-09-18T21:09:32.646546Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"Now, let's set up our groundwork by defining the base path, as well as the paths for our training and testing images. We'll be relying on these paths for our upcoming analysis.","metadata":{}},{"cell_type":"code","source":"Base_path = \"/kaggle/input/rsna-2023-abdominal-trauma-detection\"","metadata":{"execution":{"iopub.status.busy":"2023-09-18T21:09:32.649836Z","iopub.execute_input":"2023-09-18T21:09:32.65048Z","iopub.status.idle":"2023-09-18T21:09:32.654926Z","shell.execute_reply.started":"2023-09-18T21:09:32.650443Z","shell.execute_reply":"2023-09-18T21:09:32.653846Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"Train_path = '/kaggle/input/rsna-2023-abdominal-trauma-detection/train_images'\nTest_path = '/kaggle/input/rsna-2023-abdominal-trauma-detection/test_images'","metadata":{"execution":{"iopub.status.busy":"2023-09-18T21:09:32.656027Z","iopub.execute_input":"2023-09-18T21:09:32.656346Z","iopub.status.idle":"2023-09-18T21:09:32.667959Z","shell.execute_reply.started":"2023-09-18T21:09:32.65632Z","shell.execute_reply":"2023-09-18T21:09:32.666915Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# **Exploring Patients Folders/Images/Scans**","metadata":{}},{"cell_type":"markdown","source":"Begin by generating a list indicating the total number of subfolders (Patients) within both the Train Images and Test Images directories. Following this, we'll proceed to enumerate the overall count of DICOM files contained within each folder. Subsequently, we will conduct an analysis to ascertain the number of scans per patient, as well as the quantity of images per scan for every individual.","metadata":{}},{"cell_type":"code","source":"#Patient Count \ntrain_data_count = os.path.join(Train_path)\ntest_data_count = os.path.join(Test_path)\n\nprint(f\"Train data: {len(os.listdir(train_data_count))} patients\")\nprint(f\"Test data: {len(os.listdir(test_data_count))} patients\")","metadata":{"execution":{"iopub.status.busy":"2023-09-18T21:09:32.669161Z","iopub.execute_input":"2023-09-18T21:09:32.669587Z","iopub.status.idle":"2023-09-18T21:09:32.801727Z","shell.execute_reply.started":"2023-09-18T21:09:32.669558Z","shell.execute_reply":"2023-09-18T21:09:32.800703Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# Count the images in the train and test folders\ntrain_count = len(glob.glob(Train_path + '/**/*.dcm', recursive=True))\ntest_count = len(glob.glob(Test_path + '/**/*.dcm', recursive=True))\n\nprint(\"Total Number of Train Images:\", train_count)\nprint(\"Total Number of Test Images:\", test_count)","metadata":{"execution":{"iopub.status.busy":"2023-09-18T21:09:32.805002Z","iopub.execute_input":"2023-09-18T21:09:32.805619Z","iopub.status.idle":"2023-09-18T21:15:28.076971Z","shell.execute_reply.started":"2023-09-18T21:09:32.805587Z","shell.execute_reply":"2023-09-18T21:15:28.075983Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"def files_count(path: str) -> int:\n    file_count = 0\n    for _, _, files in os.walk(path):\n        file_count += len(files)\n    return file_count","metadata":{"execution":{"iopub.status.busy":"2023-09-18T21:15:28.078161Z","iopub.execute_input":"2023-09-18T21:15:28.078487Z","iopub.status.idle":"2023-09-18T21:15:28.083638Z","shell.execute_reply.started":"2023-09-18T21:15:28.078454Z","shell.execute_reply":"2023-09-18T21:15:28.08274Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"#Counting numeber of scans/patient and images/scan\nscans_per_patient, images_per_scan = [],[]\n\nfor patient in os.listdir(Train_path):\n    patient_folder = os.path.join(Train_path, patient)\n    scans = os.listdir(patient_folder)\n    scans_per_patient.append(len(scans))\n    \n    for scan in scans:    \n        scan_folder = os.path.join(patient_folder, scan)\n        file_count = files_count(scan_folder)\n        images_per_scan.append(file_count)\n        \nprint(\"Scans_per_patient: \",scans_per_patient[:20])\n\nprint(\"Images_per_patient: \",images_per_scan[:20])","metadata":{"execution":{"iopub.status.busy":"2023-09-18T21:15:28.084716Z","iopub.execute_input":"2023-09-18T21:15:28.085021Z","iopub.status.idle":"2023-09-18T21:15:34.179385Z","shell.execute_reply.started":"2023-09-18T21:15:28.084994Z","shell.execute_reply":"2023-09-18T21:15:34.178247Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"''' We're using Matplotlib to create two plots. The first illustrates \n    how many scans each patient has, while the second shows the \n    number of images in each scan.'''\nfig, axs = plt.subplots(1, 2, figsize=(12, 5))  \n\n# Plot the number of scans per patient\nbin_edges = np.arange(min(scans_per_patient) - 0.5, max(scans_per_patient) + 1.5, 1)\nbin_centers = np.arange(min(scans_per_patient), max(scans_per_patient) + 1, 1)\naxs[0].hist(scans_per_patient, bins=bin_edges, color='orange', rwidth=0.6, alpha=0.8)\naxs[0].set_xticks(bin_centers)\naxs[0].set_xlabel(\"Scans\")\naxs[0].set_ylabel(\"Occurrences\")\naxs[0].set_title(\"Number of Scans Per Patient\")\n\n# Plot the number of images per scan\naxs[1].hist(images_per_scan, bins=15, color='steelblue', alpha=0.8)\naxs[1].set_title('Number of Images per Scan')\naxs[1].set_xlabel('Number of Images')\naxs[1].set_ylabel('Frequency')\n\nplt.tight_layout()  # Adjust spacing between subplots\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2023-09-18T21:15:34.180782Z","iopub.execute_input":"2023-09-18T21:15:34.181103Z","iopub.status.idle":"2023-09-18T21:15:34.770763Z","shell.execute_reply.started":"2023-09-18T21:15:34.181073Z","shell.execute_reply":"2023-09-18T21:15:34.769735Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"As observed, each patient's folder contains either one or two scans. The distribution of images per scan exhibits a bimodal pattern, with the majority of scans containing approximately 200-250 images.","metadata":{}},{"cell_type":"markdown","source":"# **Exploring Tabular Data Files**","metadata":{}},{"cell_type":"markdown","source":"Let's take a closer look at the training dataset, including train_series_meta and image_level_labels, to gain a deeper understanding of the data.","metadata":{"execution":{"iopub.status.busy":"2023-09-16T20:16:30.463317Z","iopub.execute_input":"2023-09-16T20:16:30.463821Z","iopub.status.idle":"2023-09-16T20:16:30.470363Z","shell.execute_reply.started":"2023-09-16T20:16:30.463789Z","shell.execute_reply":"2023-09-16T20:16:30.46925Z"}}},{"cell_type":"markdown","source":"### Train Files Modling\n![image.png](attachment:d4eb6241-c757-451c-8075-591e9af58be9.png)","metadata":{},"attachments":{"d4eb6241-c757-451c-8075-591e9af58be9.png":{"image/png":"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"}}},{"cell_type":"code","source":"Train_csv_path = pd.read_csv('/kaggle/input/rsna-2023-abdominal-trauma-detection/train.csv')\nTSM_path = pd.read_csv('/kaggle/input/rsna-2023-abdominal-trauma-detection/train_series_meta.csv')\nImgLL_path = pd.read_csv('/kaggle/input/rsna-2023-abdominal-trauma-detection/image_level_labels.csv')","metadata":{"execution":{"iopub.status.busy":"2023-09-18T21:15:34.771866Z","iopub.execute_input":"2023-09-18T21:15:34.772147Z","iopub.status.idle":"2023-09-18T21:15:34.81414Z","shell.execute_reply.started":"2023-09-18T21:15:34.772123Z","shell.execute_reply":"2023-09-18T21:15:34.813368Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"print(f\"Length of Train Data: {len(Train_csv_path)} Patients\")\nprint(f\"Active Injuries in total Training Data : {len(ImgLL_path)} \")","metadata":{"execution":{"iopub.status.busy":"2023-09-18T21:15:34.815157Z","iopub.execute_input":"2023-09-18T21:15:34.815834Z","iopub.status.idle":"2023-09-18T21:15:34.822938Z","shell.execute_reply.started":"2023-09-18T21:15:34.815803Z","shell.execute_reply":"2023-09-18T21:15:34.821382Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"unique_patient_ids = TSM_path['patient_id'].nunique()\nprint(f\"Unique Patient IDs: {unique_patient_ids}\")\nprint(f\"Total Patient IDs: {len(TSM_path)}\")","metadata":{"execution":{"iopub.status.busy":"2023-09-18T21:15:34.824357Z","iopub.execute_input":"2023-09-18T21:15:34.824728Z","iopub.status.idle":"2023-09-18T21:15:34.842222Z","shell.execute_reply.started":"2023-09-18T21:15:34.824697Z","shell.execute_reply":"2023-09-18T21:15:34.840895Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"print(Train_csv_path.columns)","metadata":{"execution":{"iopub.status.busy":"2023-09-18T21:15:34.84371Z","iopub.execute_input":"2023-09-18T21:15:34.844023Z","iopub.status.idle":"2023-09-18T21:15:34.854395Z","shell.execute_reply.started":"2023-09-18T21:15:34.843996Z","shell.execute_reply":"2023-09-18T21:15:34.85326Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"Train_csv_path.describe()","metadata":{"execution":{"iopub.status.busy":"2023-09-18T21:15:34.85574Z","iopub.execute_input":"2023-09-18T21:15:34.856363Z","iopub.status.idle":"2023-09-18T21:15:34.915015Z","shell.execute_reply.started":"2023-09-18T21:15:34.856323Z","shell.execute_reply":"2023-09-18T21:15:34.914036Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"'''As we know that there can be a single or multiple injuries so we don't need any_injury label,\n    as we can calculate it if required.'''\n\nTrain_csv = Train_csv_path.drop(columns=['any_injury'])","metadata":{"execution":{"iopub.status.busy":"2023-09-18T21:15:34.918775Z","iopub.execute_input":"2023-09-18T21:15:34.919076Z","iopub.status.idle":"2023-09-18T21:15:34.928947Z","shell.execute_reply.started":"2023-09-18T21:15:34.91905Z","shell.execute_reply":"2023-09-18T21:15:34.927953Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"We're about to explore how the data is distributed across different categories. Since the columns indicate patients' conditions, we can simply count the values in each column.","metadata":{}},{"cell_type":"code","source":"count_values = {}\nfor col in Train_csv.columns[1:]:\n    count_values[col] = Train_csv[col].sum()\n    \ncount_values","metadata":{"execution":{"iopub.status.busy":"2023-09-18T21:15:34.930375Z","iopub.execute_input":"2023-09-18T21:15:34.930759Z","iopub.status.idle":"2023-09-18T21:15:34.94306Z","shell.execute_reply.started":"2023-09-18T21:15:34.930731Z","shell.execute_reply":"2023-09-18T21:15:34.941915Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"Creating a dictionary contatining all available subcategories for each category.","metadata":{}},{"cell_type":"code","source":"def extract_subcategories(count_values):\n    subcategories = {}\n    for key in count_values.keys():\n        category, subcategory = key.split(\"_\")\n        subcategories.setdefault(category, []).append(subcategory)\n    return subcategories","metadata":{"execution":{"iopub.status.busy":"2023-09-18T21:15:34.944372Z","iopub.execute_input":"2023-09-18T21:15:34.944778Z","iopub.status.idle":"2023-09-18T21:15:34.951271Z","shell.execute_reply.started":"2023-09-18T21:15:34.944741Z","shell.execute_reply":"2023-09-18T21:15:34.950293Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"subcategories_dict = extract_subcategories(count_values)\nprint(subcategories_dict)","metadata":{"execution":{"iopub.status.busy":"2023-09-18T21:15:34.952565Z","iopub.execute_input":"2023-09-18T21:15:34.95294Z","iopub.status.idle":"2023-09-18T21:15:34.965717Z","shell.execute_reply.started":"2023-09-18T21:15:34.952903Z","shell.execute_reply":"2023-09-18T21:15:34.964641Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"fig, axs = plt.subplots(2, 3, figsize=(14, 8))\naxs = axs.flatten()\n\n# Define custom colors for the bars\ncolors = ['#1f77b4', '#ff7f0e','#d62728']\n\n# Modify the loop to iterate through 5 subcategories\nfor idx, category in enumerate(list(subcategories_dict.keys())[:5]):\n    subcategory_values = [count_values[f\"{category}_{sub}\"] for sub in subcategories_dict[category]]\n    total = sum(subcategory_values)\n    \n    percentages = [f'{(val / total * 100):.1f}%' for val in subcategory_values]\n    \n    bars = axs[idx].bar(\n        subcategories_dict[category],\n        subcategory_values,\n        color=colors[:len(subcategories_dict[category])],alpha=0.9\n    )\n    \n    axs[idx].set_title(f\"{category.capitalize()}\")\n    axs[idx].set_xlabel(\"Subcategory\")\n    axs[idx].set_ylabel(\"Count\")\n    axs[idx].grid(axis='y', linestyle='none', alpha=0.8)\n    \n    # Display percentages on top of the bars\n    for bar, percentage in zip(bars, percentages):\n        height = bar.get_height()\n        axs[idx].text(bar.get_x() + bar.get_width() / 2, height, percentage, \n                     ha='center', va='bottom', fontsize=8, fontweight='bold', color='black')\n\n# Remove the last subplot\nfig.delaxes(axs[-1])\n\nplt.tight_layout()\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2023-09-18T21:15:34.966951Z","iopub.execute_input":"2023-09-18T21:15:34.967393Z","iopub.status.idle":"2023-09-18T21:15:35.935339Z","shell.execute_reply.started":"2023-09-18T21:15:34.96734Z","shell.execute_reply":"2023-09-18T21:15:35.934246Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"## **Correlation Matrix**","metadata":{}},{"cell_type":"code","source":"Train_corr = Train_csv_path.drop(columns=['patient_id'])","metadata":{"execution":{"iopub.status.busy":"2023-09-18T21:15:35.936733Z","iopub.execute_input":"2023-09-18T21:15:35.937884Z","iopub.status.idle":"2023-09-18T21:15:35.94435Z","shell.execute_reply.started":"2023-09-18T21:15:35.93784Z","shell.execute_reply":"2023-09-18T21:15:35.943238Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"#Computing Coorelation Matrix\ncorr_matrix = Train_corr.corr()\n\n# Print the correlation matrix\nprint(corr_matrix)","metadata":{"execution":{"iopub.status.busy":"2023-09-18T21:15:35.945755Z","iopub.execute_input":"2023-09-18T21:15:35.946041Z","iopub.status.idle":"2023-09-18T21:15:35.967072Z","shell.execute_reply.started":"2023-09-18T21:15:35.946016Z","shell.execute_reply":"2023-09-18T21:15:35.966023Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"plt.figure(figsize=(10, 8))\n\n# Create a heatmap\nsns.heatmap(corr_matrix, annot=True, cmap=\"Blues\")\n\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2023-09-18T21:15:35.969031Z","iopub.execute_input":"2023-09-18T21:15:35.969821Z","iopub.status.idle":"2023-09-18T21:15:36.891057Z","shell.execute_reply.started":"2023-09-18T21:15:35.96978Z","shell.execute_reply":"2023-09-18T21:15:36.890048Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# **Exploring DICOM Images/Tags**","metadata":{}},{"cell_type":"code","source":"def display_dicom_images(images, titles, cols=3, cmap=plt.cm.bone):\n    rows = math.ceil(len(images) / cols)\n    fig, axes = plt.subplots(rows, cols, figsize=(15, 15))\n    axes = axes.ravel()\n\n    for i, image in enumerate(images):\n        axes[i].imshow(image, cmap=cmap)\n        axes[i].set_title(titles[i])\n        axes[i].axis('off')\n\n    # Hide any remaining empty subplots\n    for j in range(len(images), len(axes)):\n        axes[j].axis('off')\n\n    plt.tight_layout()\n    plt.show()\n\n# Load multiple DICOM files\ndicom_files = [\"/kaggle/input/rsna-2023-abdominal-trauma-detection/train_images/10005/18667/100.dcm\",\n               \"/kaggle/input/rsna-2023-abdominal-trauma-detection/train_images/10132/4816/179.dcm\", \n               \"/kaggle/input/rsna-2023-abdominal-trauma-detection/train_images/10465/48503/289.dcm\"]\ndicom_images = [pydicom.dcmread(file).pixel_array for file in dicom_files]\ntitles = [\"Image 1\", \"Image 2\", \"Image 3\"]\n\n# Display images in a grid\ndisplay_dicom_images(dicom_images, titles)","metadata":{"execution":{"iopub.status.busy":"2023-09-18T21:15:36.892448Z","iopub.execute_input":"2023-09-18T21:15:36.89276Z","iopub.status.idle":"2023-09-18T21:15:37.71687Z","shell.execute_reply.started":"2023-09-18T21:15:36.892733Z","shell.execute_reply":"2023-09-18T21:15:37.715709Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"pydicom.dcmread(dicom_files[1])","metadata":{"execution":{"iopub.status.busy":"2023-09-18T21:15:37.718489Z","iopub.execute_input":"2023-09-18T21:15:37.718824Z","iopub.status.idle":"2023-09-18T21:15:37.728503Z","shell.execute_reply.started":"2023-09-18T21:15:37.718795Z","shell.execute_reply":"2023-09-18T21:15:37.72739Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"## Visualizing DICOM Images with Animation\n**Sources:-** \n* https://www.kaggle.com/code/j2letters/rsna-2023-eda\n* https://www.kaggle.com/code/ayushs9020/understanding-the-competition-rsna#2-|-Visualization-%F0%9F%94%AC","metadata":{}},{"cell_type":"code","source":"file_1 = ['/kaggle/input/rsna-2023-abdominal-trauma-detection/train_images/10004/21057/' + file\n         for file in os.listdir('/kaggle/input/rsna-2023-abdominal-trauma-detection/train_images/10004/21057')]\nfile_2 = ['/kaggle/input/rsna-2023-abdominal-trauma-detection/train_images/10004/51033/' + file\n         for file in os.listdir('/kaggle/input/rsna-2023-abdominal-trauma-detection/train_images/10004/51033')]\nsample_files = file_1 + file_2\n\nsample_vid = [pydicom.dcmread(file).pixel_array for file in tqdm.tqdm(sample_files , total = len(sample_files))]\n\nfig, ax = plt.subplots()\nim = ax.imshow(sample_vid[0], cmap=plt.cm.bone)\n\nupdate = lambda i : im.set_array(sample_vid[i])\n\nani = animation.FuncAnimation(fig, update, frames=range(len(sample_vid)), repeat=True)\n\nHTML(ani.to_jshtml())","metadata":{"execution":{"iopub.status.busy":"2023-09-18T21:15:37.729933Z","iopub.execute_input":"2023-09-18T21:15:37.730776Z","iopub.status.idle":"2023-09-18T21:17:50.033299Z","shell.execute_reply.started":"2023-09-18T21:15:37.730741Z","shell.execute_reply":"2023-09-18T21:17:50.032214Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"## **Exploring Segmentations/Parquet Files**","metadata":{}},{"cell_type":"markdown","source":"Note that the NIFTI files and DICOM files are not in the same orientation. Use the NIFTI header information along with DICOM metadata to determine the appropriate orientation. So here the parquet files contain DICOM tags from every image, extracted with Pydicom.","metadata":{}},{"cell_type":"code","source":"# Read a Parquet file\ntags_df = pd.read_parquet('/kaggle/input/rsna-2023-abdominal-trauma-detection/train_dicom_tags.parquet')","metadata":{"execution":{"iopub.status.busy":"2023-09-18T21:17:50.034702Z","iopub.execute_input":"2023-09-18T21:17:50.03504Z","iopub.status.idle":"2023-09-18T21:17:56.256165Z","shell.execute_reply.started":"2023-09-18T21:17:50.035002Z","shell.execute_reply":"2023-09-18T21:17:56.255266Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"tags_df.head()","metadata":{"execution":{"iopub.status.busy":"2023-09-18T21:17:56.257732Z","iopub.execute_input":"2023-09-18T21:17:56.258065Z","iopub.status.idle":"2023-09-18T21:17:56.281159Z","shell.execute_reply.started":"2023-09-18T21:17:56.258037Z","shell.execute_reply":"2023-09-18T21:17:56.280381Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"### **Segmentations:** \n1.\tThese annotations were generated by a model and are available in the nifti file format.\n2.\tThe annotations are only available for a subset of the scans in the training set, which means that not all scans have annotations.\n3.\tThe filenames of the nifti files correspond to the series IDs of the scans.\n4.\tThe annotations were generated using a model called the \"total segmentator\", which is described in more detail in a separate resource.\n5.\tThe model was trained using a separate dataset.","metadata":{}},{"cell_type":"code","source":"# Load the NIfTI file\nimg = nib.load('/kaggle/input/rsna-2023-abdominal-trauma-detection/segmentations/10000.nii')\n\n# Access the data array\nseg_data = img.get_fdata()","metadata":{"execution":{"iopub.status.busy":"2023-09-18T21:17:56.282278Z","iopub.execute_input":"2023-09-18T21:17:56.282727Z","iopub.status.idle":"2023-09-18T21:17:58.982741Z","shell.execute_reply.started":"2023-09-18T21:17:56.282699Z","shell.execute_reply":"2023-09-18T21:17:58.981633Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# Now 'data' contains the voxel values as a NumPy array\nseg_data.shape","metadata":{"execution":{"iopub.status.busy":"2023-09-18T21:17:58.983963Z","iopub.execute_input":"2023-09-18T21:17:58.984326Z","iopub.status.idle":"2023-09-18T21:17:58.99121Z","shell.execute_reply.started":"2023-09-18T21:17:58.984295Z","shell.execute_reply":"2023-09-18T21:17:58.990136Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"image_nii = img.header\nprint(image_nii)","metadata":{"execution":{"iopub.status.busy":"2023-09-18T21:17:58.992624Z","iopub.execute_input":"2023-09-18T21:17:58.993132Z","iopub.status.idle":"2023-09-18T21:17:59.003346Z","shell.execute_reply.started":"2023-09-18T21:17:58.993103Z","shell.execute_reply":"2023-09-18T21:17:59.002343Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# Display a slice (for example, the middle slice along the first axis)\nplt.imshow(seg_data[seg_data.shape[0] // 2, :, :], cmap='gray')\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2023-09-18T21:17:59.004468Z","iopub.execute_input":"2023-09-18T21:17:59.004778Z","iopub.status.idle":"2023-09-18T21:17:59.240169Z","shell.execute_reply.started":"2023-09-18T21:17:59.004736Z","shell.execute_reply":"2023-09-18T21:17:59.239118Z"},"trusted":true},"execution_count":null,"outputs":[]}]}