{"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":71549,"databundleVersionId":8561470,"sourceType":"competition"}],"dockerImageVersionId":31089,"isInternetEnabled":true,"language":"python","sourceType":"notebook","isGpuEnabled":false}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"code","source":"import pandas as pd\n\nbase_dir = \"/kaggle/input/rsna-2024-lumbar-spine-degenerative-classification/\"\n\n# Load the main data\ntrain_csv = pd.read_csv(base_dir + \"train.csv\")\nprint(\"train.csv shape:\", train_csv.shape)\nprint(train_csv.head())\n\n# Load label coordinates (if needed)\ncoords_csv = pd.read_csv(base_dir + \"train_label_coordinates.csv\")\nprint(\"train_label_coordinates.csv shape:\", coords_csv.shape)\nprint(coords_csv.head())\n\n# Load the series descriptions (optional, for filtering/extra info)\nseries_csv = pd.read_csv(base_dir + \"train_series_descriptions.csv\")\nprint(\"train_series_descriptions.csv shape:\", series_csv.shape)\nprint(series_csv.head())\n","metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","trusted":true,"execution":{"iopub.status.busy":"2025-07-22T15:05:11.97954Z","iopub.execute_input":"2025-07-22T15:05:11.979867Z","iopub.status.idle":"2025-07-22T15:05:14.387209Z","shell.execute_reply.started":"2025-07-22T15:05:11.979834Z","shell.execute_reply":"2025-07-22T15:05:14.386198Z"}},"outputs":[{"name":"stdout","text":"train.csv shape: (1975, 26)\n   study_id spinal_canal_stenosis_l1_l2 spinal_canal_stenosis_l2_l3  \\\n0   4003253                 Normal/Mild                 Normal/Mild   \n1   4646740                 Normal/Mild                 Normal/Mild   \n2   7143189                 Normal/Mild                 Normal/Mild   \n3   8785691                 Normal/Mild                 Normal/Mild   \n4  10728036                 Normal/Mild                 Normal/Mild   \n\n  spinal_canal_stenosis_l3_l4 spinal_canal_stenosis_l4_l5  \\\n0                 Normal/Mild                 Normal/Mild   \n1                    Moderate                      Severe   \n2                 Normal/Mild                 Normal/Mild   \n3                 Normal/Mild                 Normal/Mild   \n4                 Normal/Mild                 Normal/Mild   \n\n  spinal_canal_stenosis_l5_s1 left_neural_foraminal_narrowing_l1_l2  \\\n0                 Normal/Mild                           Normal/Mild   \n1                 Normal/Mild                           Normal/Mild   \n2                 Normal/Mild                           Normal/Mild   \n3                 Normal/Mild                           Normal/Mild   \n4                 Normal/Mild                           Normal/Mild   \n\n  left_neural_foraminal_narrowing_l2_l3 left_neural_foraminal_narrowing_l3_l4  \\\n0                           Normal/Mild                           Normal/Mild   \n1                           Normal/Mild                           Normal/Mild   \n2                           Normal/Mild                           Normal/Mild   \n3                           Normal/Mild                           Normal/Mild   \n4                           Normal/Mild                           Normal/Mild   \n\n  left_neural_foraminal_narrowing_l4_l5  ... left_subarticular_stenosis_l1_l2  \\\n0                              Moderate  ...                      Normal/Mild   \n1                              Moderate  ...                      Normal/Mild   \n2                           Normal/Mild  ...                      Normal/Mild   \n3                              Moderate  ...                      Normal/Mild   \n4                           Normal/Mild  ...                      Normal/Mild   \n\n  left_subarticular_stenosis_l2_l3 left_subarticular_stenosis_l3_l4  \\\n0                      Normal/Mild                      Normal/Mild   \n1                      Normal/Mild                      Normal/Mild   \n2                      Normal/Mild                      Normal/Mild   \n3                      Normal/Mild                      Normal/Mild   \n4                      Normal/Mild                      Normal/Mild   \n\n  left_subarticular_stenosis_l4_l5 left_subarticular_stenosis_l5_s1  \\\n0                         Moderate                      Normal/Mild   \n1                           Severe                      Normal/Mild   \n2                      Normal/Mild                      Normal/Mild   \n3                      Normal/Mild                      Normal/Mild   \n4                      Normal/Mild                      Normal/Mild   \n\n  right_subarticular_stenosis_l1_l2 right_subarticular_stenosis_l2_l3  \\\n0                       Normal/Mild                       Normal/Mild   \n1                       Normal/Mild                          Moderate   \n2                       Normal/Mild                       Normal/Mild   \n3                       Normal/Mild                       Normal/Mild   \n4                       Normal/Mild                       Normal/Mild   \n\n  right_subarticular_stenosis_l3_l4 right_subarticular_stenosis_l4_l5  \\\n0                       Normal/Mild                       Normal/Mild   \n1                          Moderate                          Moderate   \n2                       Normal/Mild                       Normal/Mild   \n3                       Normal/Mild                       Normal/Mild   \n4                       Normal/Mild                          Moderate   \n\n  right_subarticular_stenosis_l5_s1  \n0                       Normal/Mild  \n1                       Normal/Mild  \n2                       Normal/Mild  \n3                       Normal/Mild  \n4                       Normal/Mild  \n\n[5 rows x 26 columns]\ntrain_label_coordinates.csv shape: (48692, 7)\n   study_id  series_id  instance_number              condition  level  \\\n0   4003253  702807833                8  Spinal Canal Stenosis  L1/L2   \n1   4003253  702807833                8  Spinal Canal Stenosis  L2/L3   \n2   4003253  702807833                8  Spinal Canal Stenosis  L3/L4   \n3   4003253  702807833                8  Spinal Canal Stenosis  L4/L5   \n4   4003253  702807833                8  Spinal Canal Stenosis  L5/S1   \n\n            x           y  \n0  322.831858  227.964602  \n1  320.571429  295.714286  \n2  323.030303  371.818182  \n3  335.292035  427.327434  \n4  353.415929  483.964602  \ntrain_series_descriptions.csv shape: (6294, 3)\n   study_id   series_id series_description\n0   4003253   702807833   Sagittal T2/STIR\n1   4003253  1054713880        Sagittal T1\n2   4003253  2448190387           Axial T2\n3   4646740  3201256954           Axial T2\n4   4646740  3486248476        Sagittal T1\n","output_type":"stream"}],"execution_count":1},{"cell_type":"code","source":"import os\n\n# List the directories inside train_images\ntrain_images_dir = base_dir + \"train_images/\"\nstudies = os.listdir(train_images_dir)\nprint(\"Total studies (folders):\", len(studies))\nprint(\"First 3 studies:\", studies[:3])\n\n# Now, pick the first study, see its series/folders\nstudy0_dir = os.path.join(train_images_dir, studies[0])\nseries = os.listdir(study0_dir)\nprint(\"Series in first study:\", series)\n\n# Now, pick the first series, see what’s inside\nseries0_dir = os.path.join(study0_dir, series[0])\nimages = os.listdir(series0_dir)\nprint(\"Files in first series:\", images[:5])\n","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-07-22T15:05:14.38802Z","iopub.execute_input":"2025-07-22T15:05:14.388888Z","iopub.status.idle":"2025-07-22T15:05:14.426995Z","shell.execute_reply.started":"2025-07-22T15:05:14.388852Z","shell.execute_reply":"2025-07-22T15:05:14.425944Z"}},"outputs":[{"name":"stdout","text":"Total studies (folders): 1975\nFirst 3 studies: ['1737682527', '1972129014', '2676098721']\nSeries in first study: ['2291122880', '1510698437', '1258728011']\nFiles in first series: ['12.dcm', '18.dcm', '9.dcm', '14.dcm', '11.dcm']\n","output_type":"stream"}],"execution_count":2},{"cell_type":"code","source":"import pandas as pd\n\ntrain_images_dir = '/kaggle/input/rsna-2024-lumbar-spine-degenerative-classification/train_images/'\n\nrows = []\nfor study_id in os.listdir(train_images_dir):\n    study_path = os.path.join(train_images_dir, study_id)\n    for series_id in os.listdir(study_path):\n        series_path = os.path.join(study_path, series_id)\n        for img_file in os.listdir(series_path):\n            if img_file.endswith('.dcm'):\n                img_path = os.path.join(series_path, img_file)\n                rows.append({\n                    'study_id': int(study_id),\n                    'series_id': int(series_id),\n                    'image_filename': img_file,\n                    'image_path': img_path,\n                })\n\nimages_df = pd.DataFrame(rows)\nprint(images_df.shape)\nimages_df.head()\n","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-07-22T15:05:14.429296Z","iopub.execute_input":"2025-07-22T15:05:14.429575Z","iopub.status.idle":"2025-07-22T15:06:11.650933Z","shell.execute_reply.started":"2025-07-22T15:05:14.429549Z","shell.execute_reply":"2025-07-22T15:06:11.650069Z"}},"outputs":[{"name":"stdout","text":"(147218, 4)\n","output_type":"stream"},{"execution_count":3,"output_type":"execute_result","data":{"text/plain":"     study_id   series_id image_filename  \\\n0  1737682527  2291122880         12.dcm   \n1  1737682527  2291122880         18.dcm   \n2  1737682527  2291122880          9.dcm   \n3  1737682527  2291122880         14.dcm   \n4  1737682527  2291122880         11.dcm   \n\n                                          image_path  \n0  /kaggle/input/rsna-2024-lumbar-spine-degenerat...  \n1  /kaggle/input/rsna-2024-lumbar-spine-degenerat...  \n2  /kaggle/input/rsna-2024-lumbar-spine-degenerat...  \n3  /kaggle/input/rsna-2024-lumbar-spine-degenerat...  \n4  /kaggle/input/rsna-2024-lumbar-spine-degenerat...  ","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>study_id</th>\n      <th>series_id</th>\n      <th>image_filename</th>\n      <th>image_path</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>1737682527</td>\n      <td>2291122880</td>\n      <td>12.dcm</td>\n      <td>/kaggle/input/rsna-2024-lumbar-spine-degenerat...</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>1737682527</td>\n      <td>2291122880</td>\n      <td>18.dcm</td>\n      <td>/kaggle/input/rsna-2024-lumbar-spine-degenerat...</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>1737682527</td>\n      <td>2291122880</td>\n      <td>9.dcm</td>\n      <td>/kaggle/input/rsna-2024-lumbar-spine-degenerat...</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>1737682527</td>\n      <td>2291122880</td>\n      <td>14.dcm</td>\n      <td>/kaggle/input/rsna-2024-lumbar-spine-degenerat...</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>1737682527</td>\n      <td>2291122880</td>\n      <td>11.dcm</td>\n      <td>/kaggle/input/rsna-2024-lumbar-spine-degenerat...</td>\n    </tr>\n  </tbody>\n</table>\n</div>"},"metadata":{}}],"execution_count":3},{"cell_type":"code","source":"# Load the series descriptions\nseries_desc_df = pd.read_csv('/kaggle/input/rsna-2024-lumbar-spine-degenerative-classification/train_series_descriptions.csv')\n\n# Merge into your images_df\nimages_df = images_df.merge(series_desc_df, on=['study_id', 'series_id'], how='left')\nprint(images_df.head())\n","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-07-22T15:06:11.651491Z","iopub.execute_input":"2025-07-22T15:06:11.651677Z","iopub.status.idle":"2025-07-22T15:06:11.698584Z","shell.execute_reply.started":"2025-07-22T15:06:11.651661Z","shell.execute_reply":"2025-07-22T15:06:11.697678Z"}},"outputs":[{"name":"stdout","text":"     study_id   series_id image_filename  \\\n0  1737682527  2291122880         12.dcm   \n1  1737682527  2291122880         18.dcm   \n2  1737682527  2291122880          9.dcm   \n3  1737682527  2291122880         14.dcm   \n4  1737682527  2291122880         11.dcm   \n\n                                          image_path series_description  \n0  /kaggle/input/rsna-2024-lumbar-spine-degenerat...   Sagittal T2/STIR  \n1  /kaggle/input/rsna-2024-lumbar-spine-degenerat...   Sagittal T2/STIR  \n2  /kaggle/input/rsna-2024-lumbar-spine-degenerat...   Sagittal T2/STIR  \n3  /kaggle/input/rsna-2024-lumbar-spine-degenerat...   Sagittal T2/STIR  \n4  /kaggle/input/rsna-2024-lumbar-spine-degenerat...   Sagittal T2/STIR  \n","output_type":"stream"}],"execution_count":4},{"cell_type":"code","source":"train_labels_df = pd.read_csv('/kaggle/input/rsna-2024-lumbar-spine-degenerative-classification/train.csv')\n# Let's choose one label for now, e.g. \"spinal_canal_stenosis_l3_l4\"\ntarget_col = 'spinal_canal_stenosis_l3_l4'\nlabels_df = train_labels_df[['study_id', target_col]].rename(columns={target_col: 'label'})\nimages_df = images_df.merge(labels_df, on='study_id', how='left')\nprint(images_df[['study_id','series_id','image_filename','series_description','label']].head())\n","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-07-22T15:06:11.699405Z","iopub.execute_input":"2025-07-22T15:06:11.699738Z","iopub.status.idle":"2025-07-22T15:06:11.770868Z","shell.execute_reply.started":"2025-07-22T15:06:11.699685Z","shell.execute_reply":"2025-07-22T15:06:11.770142Z"}},"outputs":[{"name":"stdout","text":"     study_id   series_id image_filename series_description        label\n0  1737682527  2291122880         12.dcm   Sagittal T2/STIR  Normal/Mild\n1  1737682527  2291122880         18.dcm   Sagittal T2/STIR  Normal/Mild\n2  1737682527  2291122880          9.dcm   Sagittal T2/STIR  Normal/Mild\n3  1737682527  2291122880         14.dcm   Sagittal T2/STIR  Normal/Mild\n4  1737682527  2291122880         11.dcm   Sagittal T2/STIR  Normal/Mild\n","output_type":"stream"}],"execution_count":5},{"cell_type":"code","source":"sample_row = images_df.iloc[0]\nsample_path = sample_row['image_path']\nprint(\"Sample image path:\", sample_path)\n","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-07-22T15:06:11.771867Z","iopub.execute_input":"2025-07-22T15:06:11.7722Z","iopub.status.idle":"2025-07-22T15:06:11.777702Z","shell.execute_reply.started":"2025-07-22T15:06:11.772171Z","shell.execute_reply":"2025-07-22T15:06:11.776772Z"}},"outputs":[{"name":"stdout","text":"Sample image path: /kaggle/input/rsna-2024-lumbar-spine-degenerative-classification/train_images/1737682527/2291122880/12.dcm\n","output_type":"stream"}],"execution_count":6},{"cell_type":"code","source":"import pydicom\nimport matplotlib.pyplot as plt\nimport cv2\nimport numpy as np\n\ndef load_dicom_image(path):\n    dicom = pydicom.dcmread(path)\n    image = dicom.pixel_array\n    # Normalize to 0-255 and convert to uint8 for OpenCV\n    image = image.astype(np.float32)\n    image = 255 * (image - np.min(image)) / (np.ptp(image) + 1e-7)\n    image = image.astype(np.uint8)\n    return image\n\nimage = load_dicom_image(sample_path)\nplt.imshow(image, cmap='gray')\nplt.title(\"Original Grayscale Image\")\nplt.axis('off')\nplt.show()\n","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-07-22T15:06:11.779015Z","iopub.execute_input":"2025-07-22T15:06:11.779688Z","iopub.status.idle":"2025-07-22T15:06:12.881602Z","shell.execute_reply.started":"2025-07-22T15:06:11.779661Z","shell.execute_reply":"2025-07-22T15:06:12.880629Z"}},"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 640x480 with 1 Axes>","image/png":"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\n"},"metadata":{}}],"execution_count":7},{"cell_type":"code","source":"# Histogram Equalization\nhist_eq = cv2.equalizeHist(image)\nplt.imshow(hist_eq, cmap='gray')\nplt.title(\"Histogram Equalized\")\nplt.axis('off')\nplt.show()\n\n# Image Normalization (MinMax 0-1)\nnorm_img = cv2.normalize(image.astype('float32'), None, 0.0, 1.0, cv2.NORM_MINMAX)\nplt.imshow(norm_img, cmap='gray')\nplt.title(\"Normalized [0-1]\")\nplt.axis('off')\nplt.show()\n\n# Gaussian Blur\ngauss_blur = cv2.GaussianBlur(image, (5,5), 0)\nplt.imshow(gauss_blur, cmap='gray')\nplt.title(\"Gaussian Blurred\")\nplt.axis('off')\nplt.show()\n\n# Median Filter\nmedian_blur = cv2.medianBlur(image, 5)\nplt.imshow(median_blur, cmap='gray')\nplt.title(\"Median Blurred\")\nplt.axis('off')\nplt.show()\n\n# Otsu's Thresholding\n_, otsu_thresh = cv2.threshold(image, 0, 255, cv2.THRESH_BINARY+cv2.THRESH_OTSU)\nplt.imshow(otsu_thresh, cmap='gray')\nplt.title(\"Otsu's Threshold\")\nplt.axis('off')\nplt.show()\n\n# Canny Edge Detection\nedges = cv2.Canny(image, 100, 200)\nplt.imshow(edges, cmap='gray')\nplt.title(\"Canny Edge Detection\")\nplt.axis('off')\nplt.show()\n\n# Morphological Operations: Dilation and Erosion\nkernel = np.ones((3,3), np.uint8)\ndilated = cv2.dilate(otsu_thresh, kernel, iterations=1)\neroded = cv2.erode(otsu_thresh, kernel, iterations=1)\nplt.imshow(dilated, cmap='gray'); plt.title(\"Dilated\"); plt.axis('off'); plt.show()\nplt.imshow(eroded, cmap='gray'); plt.title(\"Eroded\"); plt.axis('off'); plt.show()\n\n# Contour Detection\ncontours, _ = cv2.findContours(otsu_thresh, cv2.RETR_EXTERNAL, cv2.CHAIN_APPROX_SIMPLE)\ncontour_img = cv2.cvtColor(image, cv2.COLOR_GRAY2BGR)\ncv2.drawContours(contour_img, contours, -1, (0,255,0), 1)\nplt.imshow(contour_img)\nplt.title(\"Contour Detection\")\nplt.axis('off')\nplt.show()\n","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-07-22T15:06:12.882745Z","iopub.execute_input":"2025-07-22T15:06:12.883122Z","iopub.status.idle":"2025-07-22T15:06:13.848349Z","shell.execute_reply.started":"2025-07-22T15:06:12.88309Z","shell.execute_reply":"2025-07-22T15:06:13.847537Z"}},"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 640x480 with 1 Axes>","image/png":"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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure size 640x480 with 1 Axes>","image/png":"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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure size 640x480 with 1 Axes>","image/png":"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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure size 640x480 with 1 Axes>","image/png":"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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure size 640x480 with 1 Axes>","image/png":"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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure size 640x480 with 1 Axes>","image/png":"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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure size 640x480 with 1 Axes>","image/png":"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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure size 640x480 with 1 Axes>","image/png":"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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure size 640x480 with 1 Axes>","image/png":"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\n"},"metadata":{}}],"execution_count":8},{"cell_type":"code","source":"","metadata":{"trusted":true},"outputs":[],"execution_count":null},{"cell_type":"code","source":"import numpy as np\nimport pydicom\nimport cv2\nfrom skimage.feature import graycomatrix, graycoprops\n\ndef extract_features(image_path):\n    # Read DICOM\n    dcm = pydicom.dcmread(image_path)\n    img = dcm.pixel_array.astype(np.float32)\n    # Normalize to 8-bit for feature extraction\n    img_norm = cv2.normalize(img, None, 0, 255, cv2.NORM_MINMAX).astype(np.uint8)\n    # Histogram Equalization\n    img_eq = cv2.equalizeHist(img_norm)\n    # Canny Edge\n    edges = cv2.Canny(img_eq, 100, 200)\n    \n    # First-order stats\n    mean = np.mean(img_eq)\n    std = np.std(img_eq)\n    minimum = np.min(img_eq)\n    maximum = np.max(img_eq)\n    skew = np.mean((img_eq - mean)**3) / std**3\n    kurt = np.mean((img_eq - mean)**4) / std**4\n\n    # Edge features\n    edge_count = np.sum(edges > 0)\n    edge_density = edge_count / edges.size\n\n    # Texture (GLCM)\n    glcm = graycomatrix(img_eq, distances=[1], angles=[0], levels=256, symmetric=True, normed=True)\n    contrast = graycoprops(glcm, 'contrast')[0,0]\n    homogeneity = graycoprops(glcm, 'homogeneity')[0,0]\n    energy = graycoprops(glcm, 'energy')[0,0]\n\n    return [mean, std, minimum, maximum, skew, kurt, edge_density, contrast, homogeneity, energy]\n","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-07-22T15:06:13.850787Z","iopub.execute_input":"2025-07-22T15:06:13.851464Z","iopub.status.idle":"2025-07-22T15:06:14.083229Z","shell.execute_reply.started":"2025-07-22T15:06:13.851438Z","shell.execute_reply":"2025-07-22T15:06:14.08212Z"}},"outputs":[],"execution_count":9},{"cell_type":"code","source":"import pandas as pd\nimport os\n\n# Path to images directory\nimg_dir = '/kaggle/input/rsna-2024-lumbar-spine-degenerative-classification/train_images/'\n\ndata = []\nfor study in os.listdir(img_dir):\n    study_dir = os.path.join(img_dir, study)\n    if not os.path.isdir(study_dir):\n        continue\n    for series in os.listdir(study_dir):\n        series_dir = os.path.join(study_dir, series)\n        if not os.path.isdir(series_dir):\n            continue\n        for img_file in os.listdir(series_dir):\n            if img_file.endswith('.dcm'):\n                data.append({\n                    'study_id': int(study),\n                    'series_id': int(series),\n                    'image_filename': img_file,\n                    'image_path': os.path.join(series_dir, img_file)\n                })\n\nall_images_df = pd.DataFrame(data)\n","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-07-22T15:06:14.084484Z","iopub.execute_input":"2025-07-22T15:06:14.085087Z","iopub.status.idle":"2025-07-22T15:06:21.503869Z","shell.execute_reply.started":"2025-07-22T15:06:14.085052Z","shell.execute_reply":"2025-07-22T15:06:21.503098Z"}},"outputs":[],"execution_count":10},{"cell_type":"code","source":"import pandas as pd\n\n# Read the train CSV\ntrain_df = pd.read_csv('/kaggle/input/rsna-2024-lumbar-spine-degenerative-classification/train.csv')\nprint(train_df.shape)\nprint(train_df.head())\n","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-07-22T15:06:21.504606Z","iopub.execute_input":"2025-07-22T15:06:21.504862Z","iopub.status.idle":"2025-07-22T15:06:21.528054Z","shell.execute_reply.started":"2025-07-22T15:06:21.504841Z","shell.execute_reply":"2025-07-22T15:06:21.527088Z"}},"outputs":[{"name":"stdout","text":"(1975, 26)\n   study_id spinal_canal_stenosis_l1_l2 spinal_canal_stenosis_l2_l3  \\\n0   4003253                 Normal/Mild                 Normal/Mild   \n1   4646740                 Normal/Mild                 Normal/Mild   \n2   7143189                 Normal/Mild                 Normal/Mild   \n3   8785691                 Normal/Mild                 Normal/Mild   \n4  10728036                 Normal/Mild                 Normal/Mild   \n\n  spinal_canal_stenosis_l3_l4 spinal_canal_stenosis_l4_l5  \\\n0                 Normal/Mild                 Normal/Mild   \n1                    Moderate                      Severe   \n2                 Normal/Mild                 Normal/Mild   \n3                 Normal/Mild                 Normal/Mild   \n4                 Normal/Mild                 Normal/Mild   \n\n  spinal_canal_stenosis_l5_s1 left_neural_foraminal_narrowing_l1_l2  \\\n0                 Normal/Mild                           Normal/Mild   \n1                 Normal/Mild                           Normal/Mild   \n2                 Normal/Mild                           Normal/Mild   \n3                 Normal/Mild                           Normal/Mild   \n4                 Normal/Mild                           Normal/Mild   \n\n  left_neural_foraminal_narrowing_l2_l3 left_neural_foraminal_narrowing_l3_l4  \\\n0                           Normal/Mild                           Normal/Mild   \n1                           Normal/Mild                           Normal/Mild   \n2                           Normal/Mild                           Normal/Mild   \n3                           Normal/Mild                           Normal/Mild   \n4                           Normal/Mild                           Normal/Mild   \n\n  left_neural_foraminal_narrowing_l4_l5  ... left_subarticular_stenosis_l1_l2  \\\n0                              Moderate  ...                      Normal/Mild   \n1                              Moderate  ...                      Normal/Mild   \n2                           Normal/Mild  ...                      Normal/Mild   \n3                              Moderate  ...                      Normal/Mild   \n4                           Normal/Mild  ...                      Normal/Mild   \n\n  left_subarticular_stenosis_l2_l3 left_subarticular_stenosis_l3_l4  \\\n0                      Normal/Mild                      Normal/Mild   \n1                      Normal/Mild                      Normal/Mild   \n2                      Normal/Mild                      Normal/Mild   \n3                      Normal/Mild                      Normal/Mild   \n4                      Normal/Mild                      Normal/Mild   \n\n  left_subarticular_stenosis_l4_l5 left_subarticular_stenosis_l5_s1  \\\n0                         Moderate                      Normal/Mild   \n1                           Severe                      Normal/Mild   \n2                      Normal/Mild                      Normal/Mild   \n3                      Normal/Mild                      Normal/Mild   \n4                      Normal/Mild                      Normal/Mild   \n\n  right_subarticular_stenosis_l1_l2 right_subarticular_stenosis_l2_l3  \\\n0                       Normal/Mild                       Normal/Mild   \n1                       Normal/Mild                          Moderate   \n2                       Normal/Mild                       Normal/Mild   \n3                       Normal/Mild                       Normal/Mild   \n4                       Normal/Mild                       Normal/Mild   \n\n  right_subarticular_stenosis_l3_l4 right_subarticular_stenosis_l4_l5  \\\n0                       Normal/Mild                       Normal/Mild   \n1                          Moderate                          Moderate   \n2                       Normal/Mild                       Normal/Mild   \n3                       Normal/Mild                       Normal/Mild   \n4                       Normal/Mild                          Moderate   \n\n  right_subarticular_stenosis_l5_s1  \n0                       Normal/Mild  \n1                       Normal/Mild  \n2                       Normal/Mild  \n3                       Normal/Mild  \n4                       Normal/Mild  \n\n[5 rows x 26 columns]\n","output_type":"stream"}],"execution_count":11},{"cell_type":"code","source":"print(all_images_df.head())\n","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-07-22T15:06:21.529121Z","iopub.execute_input":"2025-07-22T15:06:21.52975Z","iopub.status.idle":"2025-07-22T15:06:21.536397Z","shell.execute_reply.started":"2025-07-22T15:06:21.529702Z","shell.execute_reply":"2025-07-22T15:06:21.535472Z"}},"outputs":[{"name":"stdout","text":"     study_id   series_id image_filename  \\\n0  1737682527  2291122880         12.dcm   \n1  1737682527  2291122880         18.dcm   \n2  1737682527  2291122880          9.dcm   \n3  1737682527  2291122880         14.dcm   \n4  1737682527  2291122880         11.dcm   \n\n                                          image_path  \n0  /kaggle/input/rsna-2024-lumbar-spine-degenerat...  \n1  /kaggle/input/rsna-2024-lumbar-spine-degenerat...  \n2  /kaggle/input/rsna-2024-lumbar-spine-degenerat...  \n3  /kaggle/input/rsna-2024-lumbar-spine-degenerat...  \n4  /kaggle/input/rsna-2024-lumbar-spine-degenerat...  \n","output_type":"stream"}],"execution_count":12},{"cell_type":"code","source":"","metadata":{"trusted":true},"outputs":[],"execution_count":null},{"cell_type":"code","source":"label_column = \"spinal_canal_stenosis_l3_l4\"   # Or any column you want as label\nimage_df = all_images_df.merge(\n    train_df[['study_id', label_column]],\n    on='study_id',\n    how='left'\n)\nimage_df = image_df.rename(columns={label_column: 'label'})\nimage_df = image_df[['image_path', 'label']]\nprint(image_df.head())\n","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-07-22T15:06:21.537279Z","iopub.execute_input":"2025-07-22T15:06:21.537618Z","iopub.status.idle":"2025-07-22T15:06:21.610028Z","shell.execute_reply.started":"2025-07-22T15:06:21.537591Z","shell.execute_reply":"2025-07-22T15:06:21.608868Z"}},"outputs":[{"name":"stdout","text":"                                          image_path        label\n0  /kaggle/input/rsna-2024-lumbar-spine-degenerat...  Normal/Mild\n1  /kaggle/input/rsna-2024-lumbar-spine-degenerat...  Normal/Mild\n2  /kaggle/input/rsna-2024-lumbar-spine-degenerat...  Normal/Mild\n3  /kaggle/input/rsna-2024-lumbar-spine-degenerat...  Normal/Mild\n4  /kaggle/input/rsna-2024-lumbar-spine-degenerat...  Normal/Mild\n","output_type":"stream"}],"execution_count":13},{"cell_type":"code","source":"from sklearn.preprocessing import LabelEncoder\n\nle = LabelEncoder()\nimage_df['label_encoded'] = le.fit_transform(image_df['label'])\nprint(image_df['label'].unique())\nprint(image_df['label_encoded'].unique())\n","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-07-22T15:06:21.610995Z","iopub.execute_input":"2025-07-22T15:06:21.611255Z","iopub.status.idle":"2025-07-22T15:06:22.080073Z","shell.execute_reply.started":"2025-07-22T15:06:21.611227Z","shell.execute_reply":"2025-07-22T15:06:22.079154Z"}},"outputs":[{"name":"stdout","text":"['Normal/Mild' 'Moderate' 'Severe' nan]\n[1 0 2 3]\n","output_type":"stream"}],"execution_count":14},{"cell_type":"code","source":"import pydicom\nimport numpy as np\nfrom skimage.filters import sobel\nfrom skimage.feature import graycomatrix, graycoprops\nfrom scipy.stats import entropy\n\ndef extract_features(image_path):\n    dcm = pydicom.dcmread(image_path)\n    image = dcm.pixel_array.astype(np.float32)\n    image = (255 * (image - np.min(image)) / (np.ptp(image) + 1e-7)).astype(np.uint8)\n    \n    features = []\n    features.append(np.mean(image))\n    features.append(np.std(image))\n    features.append(np.median(image))\n    features.append(entropy(np.histogram(image.flatten(), bins=256)[0] + 1))\n    features.append(np.mean(sobel(image)))\n    # GLCM texture features\n    glcm = graycomatrix(image, [1], [0], 256, symmetric=True, normed=True)\n    features.append(graycoprops(glcm, 'contrast')[0,0])\n    features.append(graycoprops(glcm, 'homogeneity')[0,0])\n    return np.array(features)\n\n\n","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-07-22T15:06:22.081042Z","iopub.execute_input":"2025-07-22T15:06:22.081603Z","iopub.status.idle":"2025-07-22T15:06:22.104757Z","shell.execute_reply.started":"2025-07-22T15:06:22.081573Z","shell.execute_reply":"2025-07-22T15:06:22.103806Z"}},"outputs":[],"execution_count":15},{"cell_type":"code","source":"from tqdm import tqdm\n\n# Create a label mapping (encode target labels)\nlabel_map = {'Normal/Mild': 0, 'Moderate': 1, 'Severe': 2}\nimage_df = image_df.dropna(subset=[\"label\"])  # Remove rows with missing labels\n\nX = []\ny = []\n\nfor idx, row in tqdm(image_df.iterrows(), total=len(image_df)):\n    feats = extract_features(row[\"image_path\"])\n    X.append(feats)\n    y.append(label_map[row[\"label\"]])\n\nX = np.stack(X)\ny = np.array(y)\nprint(\"Feature matrix shape:\", X.shape)\nprint(\"Labels shape:\", y.shape)\n","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-07-22T15:06:22.105682Z","iopub.execute_input":"2025-07-22T15:06:22.105983Z"}},"outputs":[{"name":"stderr","text":" 43%|████▎     | 62861/147131 [38:17<1:36:47, 14.51it/s]","output_type":"stream"}],"execution_count":null},{"cell_type":"code","source":"","metadata":{"trusted":true},"outputs":[],"execution_count":null}]}