{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"name":"python","version":"3.11.13","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"},"kaggle":{"accelerator":"none","dataSources":[{"sourceId":99552,"databundleVersionId":13190393,"sourceType":"competition"}],"dockerImageVersionId":31089,"isInternetEnabled":true,"language":"python","sourceType":"notebook","isGpuEnabled":false}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"markdown","source":"<h1 style=\"color:blue;\">RSNA Intracranial Aneurysm Detection\n</h1>\n\n![image.png](attachment:c52fd019-8d34-4cf6-a2eb-f87d112d8478.png)\n\nThe goal of this project is to detect aneurysms that occur in the brain. This is a multi-label classification problem because aneurysms can occur in multiple regions of the brain simultaneously. (Left Infraclinoid Internal Carotid Artery,\tRight, Infraclinoid Internal Carotid Artery,\tLeft Supraclinoid Internal Carotid Artery,\tRight Supraclinoid Internal Carotid Artery,\tLeft Middle Cerebral Artery,\tRight Middle Cerebral Artery, etc... upto 13 different locations). 13 binary columns (0 or 1) indicating the presence of aneurysms at specific brain artery locations.-> checkout the train.csv below to know more about 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"}}},{"cell_type":"code","source":"import os\nimport pydicom\nimport matplotlib.pyplot as plt\nimport pandas as pd\nimport nibabel as nib\nimport numpy as np\nimport seaborn as sns","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-07-30T12:15:18.189048Z","iopub.execute_input":"2025-07-30T12:15:18.189538Z","iopub.status.idle":"2025-07-30T12:15:18.194312Z","shell.execute_reply.started":"2025-07-30T12:15:18.189515Z","shell.execute_reply":"2025-07-30T12:15:18.193176Z"}},"outputs":[],"execution_count":null},{"cell_type":"markdown","source":"<h1 style=\"color:blue;\">Segmentation (.nii) Files and DICOM Files</h1>\n\nThe segmentation files (.nii) are already processed and combined into 3D volumes, so they can be used directly for 3D analysis. In contrast, DICOM files are raw 2D image slices and need to be stacked in the correct order to form a 3D volume. The dataset is organized into folders to separate these different file types.\n","metadata":{}},{"cell_type":"code","source":"\nseg_path = \"/kaggle/input/rsna-intracranial-aneurysm-detection/segmentations/1.2.826.0.1.3680043.8.498.10759842474698331813589731619457567641/1.2.826.0.1.3680043.8.498.10759842474698331813589731619457567641.nii\"\nseg = nib.load(seg_path)\nseg_data = seg.get_fdata()\n\n# Show one slice with mask\nplt.imshow(seg_data[:, :, seg_data.shape[2] // 2], cmap='gray')\nplt.title(\"Middle slice of aneurysm mask from segmentation folder (.nii)\")\nplt.show()\n","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-07-30T12:13:07.658771Z","iopub.execute_input":"2025-07-30T12:13:07.659138Z","iopub.status.idle":"2025-07-30T12:13:07.875908Z","shell.execute_reply.started":"2025-07-30T12:13:07.659106Z","shell.execute_reply":"2025-07-30T12:13:07.874882Z"}},"outputs":[],"execution_count":null},{"cell_type":"code","source":"\nstudy_uid = \"1.2.826.0.1.3680043.8.498.10009383108068795488741533244914370182\"\nfolder = f\"/kaggle/input/rsna-intracranial-aneurysm-detection/series/{study_uid}\"\n\n# Load and sort all .dcm slices\nslices = []\nfor file in os.listdir(folder):\n    dcm = pydicom.dcmread(os.path.join(folder, file))\n    slices.append(dcm)\n\n# Sort by ImagePositionPatient[2] (z-axis)\nslices.sort(key=lambda x: float(x.ImagePositionPatient[2]))\n\n# Stack into a 3D volume\nvolume = np.stack([s.pixel_array for s in slices])\n\n# Show a middle slice\nplt.imshow(volume[len(volume)//2], cmap='gray')\nplt.title(\"Middle slice of 3D volume from series folder (.dcm)\")\nplt.axis('off')\nplt.show()\n","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-07-30T12:13:07.878225Z","iopub.execute_input":"2025-07-30T12:13:07.87848Z","iopub.status.idle":"2025-07-30T12:13:12.658637Z","shell.execute_reply.started":"2025-07-30T12:13:07.878458Z","shell.execute_reply":"2025-07-30T12:13:12.657859Z"}},"outputs":[],"execution_count":null},{"cell_type":"code","source":"series_id = \"1.2.826.0.1.3680043.8.498.10491885999343016971277789732392506995\"\nfolder = f\"/kaggle/input/rsna-intracranial-aneurysm-detection/series/{series_id}\"\nlocalizer_csv = \"/kaggle/input/rsna-intracranial-aneurysm-detection/train_localizers.csv\"\n\n# Load the localizers CSV\nlocalizers_df = pd.read_csv(localizer_csv)\n\n# Filter localizers for our series\nlocalizers_series = localizers_df[localizers_df['SeriesInstanceUID'] == series_id]\n\nif localizers_series.empty:\n    print(\"No localizer data found for this series.\")\nelse:\n    first_localizer = localizers_series.iloc[0]\n    sop_uid = first_localizer['SOPInstanceUID']\n    coord = eval(first_localizer['coordinates'])  # convert string dict to actual dict\n\n    slices = [pydicom.dcmread(os.path.join(folder, f)) for f in os.listdir(folder)]\n    target_slice = None\n    for s in slices:\n        if s.SOPInstanceUID == sop_uid:\n            target_slice = s\n            break\n\n    if target_slice is None:\n        print(\"Slice with given SOPInstanceUID not found.\")\n    else:\n        img = target_slice.pixel_array\n        plt.imshow(img, cmap='gray')\n        plt.annotate('Aneurysm', xy=(coord['x'], coord['y']),\n                     xytext=(coord['x'] + 10, coord['y'] - 10),\n                     arrowprops=dict(color='red', lw=1, shrink=0.05, headwidth=5, headlength=7))\n        plt.title(f\"Annotated DICOM slice\\nSeries: {series_id}\")\n        plt.axis('off')\n        plt.show()\n","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-07-30T12:13:12.65937Z","iopub.execute_input":"2025-07-30T12:13:12.659583Z","iopub.status.idle":"2025-07-30T12:13:15.082517Z","shell.execute_reply.started":"2025-07-30T12:13:12.659562Z","shell.execute_reply":"2025-07-30T12:13:15.081638Z"}},"outputs":[],"execution_count":null},{"cell_type":"markdown","source":"<h1 style=\"color:blue;\">Analysis of Data\n</h1>\n\n`train.csv` provides detailed information for each brain scan, identified by a unique SeriesInstanceUID. It includes whether an aneurysm is present, the specific brain artery locations (out of 13 possible regions) where aneurysms are found, as well as patient-related metadata such as age (PatientAge), sex (PatientSex), and the imaging modality used (Modality), such as MRA or CTA. In contrast, `train_localizers.csv` offers precise localization data by specifying the exact (x, y) coordinates of aneurysms within individual DICOM slices. It also includes the SOPInstanceUID (which identifies the specific image slice) and the corresponding anatomical location (e.g., \"Right Middle Cerebral Artery\") where the aneurysm is detected.","metadata":{}},{"cell_type":"code","source":"import pandas as pd\ndata = pd.read_csv(\"/kaggle/input/rsna-intracranial-aneurysm-detection/train.csv\")\ndata.head()","metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","trusted":true,"execution":{"iopub.status.busy":"2025-07-30T12:13:15.083427Z","iopub.execute_input":"2025-07-30T12:13:15.083666Z","iopub.status.idle":"2025-07-30T12:13:15.10323Z","shell.execute_reply.started":"2025-07-30T12:13:15.083649Z","shell.execute_reply":"2025-07-30T12:13:15.102002Z"}},"outputs":[],"execution_count":null},{"cell_type":"code","source":"data1 = pd.read_csv(\"/kaggle/input/rsna-intracranial-aneurysm-detection/train_localizers.csv\")\ndata1.head()","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-07-30T12:13:15.104937Z","iopub.execute_input":"2025-07-30T12:13:15.105301Z","iopub.status.idle":"2025-07-30T12:13:15.122155Z","shell.execute_reply.started":"2025-07-30T12:13:15.105277Z","shell.execute_reply":"2025-07-30T12:13:15.12111Z"}},"outputs":[],"execution_count":null},{"cell_type":"code","source":"# Count how many cases have aneurysm present\nnum_positive =  data['Aneurysm Present'].sum()\nprint(\"Number of positive (aneurysm present) cases:\", num_positive)\n","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-07-30T12:13:35.101553Z","iopub.execute_input":"2025-07-30T12:13:35.101837Z","iopub.status.idle":"2025-07-30T12:13:35.107902Z","shell.execute_reply.started":"2025-07-30T12:13:35.101815Z","shell.execute_reply":"2025-07-30T12:13:35.106699Z"}},"outputs":[],"execution_count":null},{"cell_type":"markdown","source":"<h1 style=\"color:blue;\">Patient age, sex and modality information </h1>","metadata":{"execution":{"iopub.status.busy":"2025-07-30T03:23:36.051048Z","iopub.execute_input":"2025-07-30T03:23:36.051344Z","iopub.status.idle":"2025-07-30T03:23:37.822904Z","shell.execute_reply.started":"2025-07-30T03:23:36.051322Z","shell.execute_reply":"2025-07-30T03:23:37.82197Z"}}},{"cell_type":"code","source":"\ndata['PatientAge'] = data['PatientAge'].astype(int)\nplt.figure(figsize=(10,6))\nsns.histplot(data['PatientAge'], bins=20, kde=False, color=sns.color_palette(\"rocket\")[4])  \nplt.xlabel('Patient Age')\nplt.ylabel('Count')\nplt.title('Distribution of Patient Age')\nplt.show()\n","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-07-30T12:16:36.127912Z","iopub.execute_input":"2025-07-30T12:16:36.128228Z","iopub.status.idle":"2025-07-30T12:16:36.301153Z","shell.execute_reply.started":"2025-07-30T12:16:36.128207Z","shell.execute_reply":"2025-07-30T12:16:36.299709Z"}},"outputs":[],"execution_count":null},{"cell_type":"markdown","source":"We can see in above graph that most of the patients are around age 50-70 years old.","metadata":{}},{"cell_type":"code","source":"colors = sns.color_palette(\"pastel\")  # soft pastel colors\n\npd.crosstab(data['PatientSex'], data['Aneurysm Present']).plot(\n    kind='bar',\n    stacked=True,\n    color=colors,\n    figsize=(8,6)\n)\n\nplt.xlabel('Patient Sex')\nplt.ylabel('Count')\nplt.title('Aneurysm Presence by Patient Sex')\nplt.legend(title='Aneurysm Present', labels=['No', 'Yes'])\nplt.xticks(rotation=0)\nplt.show()\n\n","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-07-30T12:18:11.57637Z","iopub.execute_input":"2025-07-30T12:18:11.576701Z","iopub.status.idle":"2025-07-30T12:18:11.81926Z","shell.execute_reply.started":"2025-07-30T12:18:11.576678Z","shell.execute_reply":"2025-07-30T12:18:11.817821Z"}},"outputs":[],"execution_count":null},{"cell_type":"markdown","source":"It is interesting to note that there are more female patients in the dataset, and they also appear to have a higher incidence of aneurysm presence compared to male patients 😯","metadata":{}},{"cell_type":"code","source":"#Different modality present in the data \ndata['Modality'].value_counts().plot(kind='bar')","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-07-30T12:20:45.182964Z","iopub.execute_input":"2025-07-30T12:20:45.183401Z","iopub.status.idle":"2025-07-30T12:20:45.333551Z","shell.execute_reply.started":"2025-07-30T12:20:45.183376Z","shell.execute_reply":"2025-07-30T12:20:45.332102Z"}},"outputs":[],"execution_count":null},{"cell_type":"code","source":"modality_counts = data.groupby('SeriesInstanceUID')['Modality'].nunique()\nuids_with_multiple_modalities = modality_counts[modality_counts > 1]\nprint(f\"Number of UIDs with multiple modalities: {len(uids_with_multiple_modalities)}\")","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-07-30T12:27:20.478895Z","iopub.execute_input":"2025-07-30T12:27:20.47977Z","iopub.status.idle":"2025-07-30T12:27:20.490453Z","shell.execute_reply.started":"2025-07-30T12:27:20.479718Z","shell.execute_reply":"2025-07-30T12:27:20.489235Z"}},"outputs":[],"execution_count":null},{"cell_type":"markdown","source":"There are 4 different modalities, so we might need to consider them separately and apply different processing for each. ","metadata":{}},{"cell_type":"code","source":"location_cols = data.columns[4:-1]\ndata[location_cols].sum().sort_values(ascending=False).plot(kind='bar')\n","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-07-30T12:27:56.280601Z","iopub.execute_input":"2025-07-30T12:27:56.280918Z","iopub.status.idle":"2025-07-30T12:27:56.565577Z","shell.execute_reply.started":"2025-07-30T12:27:56.280891Z","shell.execute_reply":"2025-07-30T12:27:56.564751Z"}},"outputs":[],"execution_count":null},{"cell_type":"markdown","source":"Finally, it's important to consider where aneurysms are most frequently located in the dataset. If most examples come from a single anatomical location, our model might become biased toward that location and perform poorly on underrepresented areas. Addressing this imbalance is crucial for building a generalizable detection model.","metadata":{}},{"cell_type":"code","source":"#Some patients may have aneurysms in more than one location.\ndata['location_count'] = data[location_cols].sum(axis=1)\ndata['location_count'].value_counts().sort_index().plot(kind='bar')\nplt.title(\"Number of Aneurysm Locations per Patient\")\nplt.xlabel(\"Number of Locations with Aneurysm\")\nplt.ylabel(\"Number of Patients\")\nplt.show()\n","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-07-30T12:30:50.410926Z","iopub.execute_input":"2025-07-30T12:30:50.412207Z","iopub.status.idle":"2025-07-30T12:30:50.576884Z","shell.execute_reply.started":"2025-07-30T12:30:50.412162Z","shell.execute_reply":"2025-07-30T12:30:50.57608Z"}},"outputs":[],"execution_count":null},{"cell_type":"markdown","source":"Some patients have aneurysms detected in more than one location, which is important to consider when training the model to ensure it can accurately identify multiple aneurysm sites.","metadata":{}},{"cell_type":"markdown","source":"Thank you, I hope you might have found a starter analysis from this notebook. Goodluck :)","metadata":{}}]}