{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"pygments_lexer":"ipython3","nbconvert_exporter":"python","version":"3.6.4","file_extension":".py","codemirror_mode":{"name":"ipython","version":3},"name":"python","mimetype":"text/x-python"}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"code","source":"# This Python 3 environment comes with many helpful analytics libraries installed\n# It is defined by the kaggle/python Docker image: https://github.com/kaggle/docker-python\n# For example, here's several helpful packages to load\n\nimport numpy as np # linear algebra\nimport pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\n\n# Input data files are available in the read-only \"../input/\" directory\n# For example, running this (by clicking run or pressing Shift+Enter) will list all files under the input directory\nfrom pathlib import Path\nimport os\n# for dirname, _, filenames in os.walk('/kaggle/input'):\n#     for filename in filenames:\n#         print(os.path.join(dirname, filename))\n\n# You can write up to 20GB to the current directory (/kaggle/working/) that gets preserved as output when you create a version using \"Save & Run All\" \n# You can also write temporary files to /kaggle/temp/, but they won't be saved outside of the current session","metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","_kg_hide-input":true,"execution":{"iopub.status.busy":"2022-09-28T16:58:26.011685Z","iopub.execute_input":"2022-09-28T16:58:26.01228Z","iopub.status.idle":"2022-09-28T16:58:26.044456Z","shell.execute_reply.started":"2022-09-28T16:58:26.012157Z","shell.execute_reply":"2022-09-28T16:58:26.04347Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# Background\n\nAnnually in the USA, an estimated 1.5 million vertebral compression fractures occur — the most common located in the cervical spine where only 25–33% of incident radiographically identified vertebral fractures are clinically diagnosed. Quickly detecting and determining the location of vertebral fractures is essential to prevent neurologic deterioration and paralysis after 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"}}},{"cell_type":"markdown","source":"### High Level Summary of Datasets\n\n**Train.csv**\n* 2019 patients in train set (balanced at patient_overall level, imbalanced at vertebrae level: Most frequent injured bone - C7; Least frequent injured bone - C3)\n\n**Train Image / Metadata**\n* No missing data in train image\n* Majority of patients have 200-400 CT scans in the train image set. Distribution right skewed. \n* Image size varies, need to resize to 512x512\n* Image slice thickness varies, most common thickness is 0.625\n\n**Bounding Box**\n* 235 patients (12% of train set) have the bounding box\n* Most of labelled patient have 15-25 bounding boxes\n* Patients rarely have 100 bounding boxes, distribution right skewed\n\n\n**Segmentations**\n* 87 patients (4% of train set) have segmentation labelled\n* Image has overlap of adjacent vertebrae\n* Predict the rest of the image on whether they belong to C1-C7\n\n\n","metadata":{}},{"cell_type":"markdown","source":"![dataset_summary.PNG](attachment:840447b5-5bea-439a-a4de-1aea12c38ceb.PNG)","metadata":{},"attachments":{"840447b5-5bea-439a-a4de-1aea12c38ceb.PNG":{"image/png":"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"}}},{"cell_type":"markdown","source":"### Helper Function","metadata":{}},{"cell_type":"code","source":"# From https://www.kaggle.com/code/andradaolteanu/rsna-fracture-detection-dicom-images-explore\ndef read_data():\n    '''Reads in all .csv files.'''\n    \n    train = pd.read_csv(\"../input/rsna-2022-cervical-spine-fracture-detection/train.csv\")\n    train_bbox = pd.read_csv(\"../input/rsna-2022-cervical-spine-fracture-detection/train_bounding_boxes.csv\")\n    test = pd.read_csv(\"../input/rsna-2022-cervical-spine-fracture-detection/test.csv\")\n    ss = pd.read_csv(\"../input/rsna-2022-cervical-spine-fracture-detection/sample_submission.csv\")\n    \n    return train, train_bbox, test, ss\n\ndef checkIfDuplicates(listOfElems):\n    ''' Check if given list contains any duplicates '''\n    if len(listOfElems) == len(set(listOfElems)):\n        return False\n    else:\n        return True\n\n\ndef get_csv_info(csv, name=\"Default\"):\n    '''Prints main information for the speciffied .csv file.'''\n    \n    print(f\"=== {name} ===\")\n    print(f\"Shape:\", csv.shape)\n    print(f\"Missing Values:\", csv.isna().sum().sum(), \"total missing datapoints.\")\n    print(\"Columns:\", list(csv.columns), \"\\n\")\n    \n    display_html(csv.head())\n    print(\"\\n\")\n    \ndef show_values_on_bars(axs, h_v=\"v\", space=0.4):\n    '''Plots the value at the end of the a seaborn barplot.\n    axs: the ax of the plot\n    h_v: weather or not the barplot is vertical/ horizontal'''\n    \n    def _show_on_single_plot(ax):\n        if h_v == \"v\":\n            for p in ax.patches:\n                _x = p.get_x() + p.get_width() / 2\n                _y = p.get_y() + p.get_height()\n                value = int(p.get_height())\n                ax.text(_x, _y, format(value, ','), ha=\"center\") \n        elif h_v == \"h\":\n            for p in ax.patches:\n                _x = p.get_x() + p.get_width() + float(space)\n                _y = p.get_y() + p.get_height()\n                value = int(p.get_width())\n                ax.text(_x, _y, format(value, ','), ha=\"left\")\n\n    if isinstance(axs, np.ndarray):\n        for idx, ax in np.ndenumerate(axs):\n            _show_on_single_plot(ax)\n    else:\n        _show_on_single_plot(axs)\n        \ndef atoi(text):\n    return int(text) if text.isdigit() else text\n\ndef natural_keys(text):\n    return [atoi(c) for c in re.split(r'(\\d+)', text)]\n\n\npaths = {\n    'train': Path('../input/rsna-2022-cervical-spine-fracture-detection/train.csv'),\n    'train_bbox': Path('../input/rsna-2022-cervical-spine-fracture-detection/train_bounding_boxes.csv'),\n    'train_images': Path('../input/rsna-2022-cervical-spine-fracture-detection/train_images'),\n    'train_nifti_segments': Path('../input/rsna-2022-cervical-spine-fracture-detection/segmentations'),\n    'test_df': Path('../input/rsna-2022-cervical-spine-fracture-detection/test.csv'),\n    'test_images': Path('../input/rsna-2022-cervical-spine-fracture-detection/test_images')\n}","metadata":{"_kg_hide-input":true,"execution":{"iopub.status.busy":"2022-09-28T16:58:26.046926Z","iopub.execute_input":"2022-09-28T16:58:26.047296Z","iopub.status.idle":"2022-09-28T16:58:26.063153Z","shell.execute_reply.started":"2022-09-28T16:58:26.047254Z","shell.execute_reply":"2022-09-28T16:58:26.062143Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# Load Data","metadata":{}},{"cell_type":"code","source":"!pip install -qU \"python-gdcm\" pydicom pylibjpeg \"opencv-python-headless\"","metadata":{"execution":{"iopub.status.busy":"2022-09-28T16:58:26.065145Z","iopub.execute_input":"2022-09-28T16:58:26.065781Z","iopub.status.idle":"2022-09-28T16:58:49.785657Z","shell.execute_reply.started":"2022-09-28T16:58:26.065736Z","shell.execute_reply":"2022-09-28T16:58:49.78426Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# Libraries\nimport os\nimport re\nimport gc\nimport cv2\nimport wandb\nfrom PIL import Image\nimport random\nimport math\nimport shutil\nfrom glob import glob\nfrom tqdm import tqdm\nfrom pprint import pprint\nfrom time import time\nimport warnings\nimport itertools\nimport pandas as pd\nimport numpy as np\nimport seaborn as sns\nimport matplotlib as mpl\nfrom matplotlib import cm\nimport matplotlib.patches as patches\nimport matplotlib.pyplot as plt\nimport matplotlib.image as mpimg\nfrom matplotlib.offsetbox import AnnotationBbox, OffsetImage\nfrom matplotlib.colors import ListedColormap, LinearSegmentedColormap\nfrom matplotlib.patches import Rectangle\nfrom IPython.display import display_html\nplt.rcParams.update({'font.size': 16})\n\n# .dcm handling\nimport pydicom\nimport nibabel as nib\nfrom pydicom.pixel_data_handlers.util import apply_voi_lut\n\n# Environment check\nwarnings.filterwarnings(\"ignore\")\n\n# set seaborn theme\nsns.set_theme(style=\"darkgrid\")","metadata":{"execution":{"iopub.status.busy":"2022-09-28T16:58:49.787777Z","iopub.execute_input":"2022-09-28T16:58:49.788137Z","iopub.status.idle":"2022-09-28T16:58:51.502917Z","shell.execute_reply.started":"2022-09-28T16:58:49.7881Z","shell.execute_reply":"2022-09-28T16:58:51.50191Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"INPUT = \"../input/rsna-2022-cervical-spine-fracture-detection\"\n\ntrain, train_bbox, test, ss = read_data()\n\nfor cvs, name in zip([train, train_bbox, test, ss], [\"Train\", \"Train Bbox\", \"Test\", \"Sample Submission\"]):\n    get_csv_info(cvs, name)","metadata":{"execution":{"iopub.status.busy":"2022-09-28T16:58:51.505858Z","iopub.execute_input":"2022-09-28T16:58:51.506721Z","iopub.status.idle":"2022-09-28T16:58:51.607309Z","shell.execute_reply.started":"2022-09-28T16:58:51.506682Z","shell.execute_reply":"2022-09-28T16:58:51.606118Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# train.cvs\n\nKey takeaways:\n* 48% of patients in the train set have broken bones. The training data is well-balanced. \n* C7, C2 bones have most frenquent injuries. C3, C4 bones have the least frequent injuries.\n* Majority (65%) of patients broke only 1 bone, and very few (3%) patients broke over 4 bones. \n* Patients, who have over 1 broken bone, usually broke the bones in the nearby area, such as broke C6, C7 or C1, C2 at the same time. ","metadata":{}},{"cell_type":"code","source":"train[\"total_fractures\"] = train.iloc[:, 2:9].sum(axis=1)\ntrain.head()","metadata":{"execution":{"iopub.status.busy":"2022-09-28T16:58:51.608897Z","iopub.execute_input":"2022-09-28T16:58:51.609588Z","iopub.status.idle":"2022-09-28T16:58:51.637681Z","shell.execute_reply.started":"2022-09-28T16:58:51.609533Z","shell.execute_reply":"2022-09-28T16:58:51.636624Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"plt.figure(figsize=(10, 5))\nax = sns.countplot(x=\"patient_overall\", data=train)\nax.set(ylabel=\"Count\")\nshow_values_on_bars(ax, h_v=\"v\", space = 0.4)\nax.set_title('Patient Overall Fracture Frequency', weight=\"bold\", size=12)","metadata":{"execution":{"iopub.status.busy":"2022-09-28T16:58:51.63953Z","iopub.execute_input":"2022-09-28T16:58:51.639842Z","iopub.status.idle":"2022-09-28T16:58:51.905046Z","shell.execute_reply.started":"2022-09-28T16:58:51.639813Z","shell.execute_reply":"2022-09-28T16:58:51.903541Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"df = pd.melt(train, \n             id_vars=['StudyInstanceUID', 'patient_overall','total_fractures'],\n             var_name=\"Vertebra\",\n             value_name=\"Flag\")\ndf.head()\n\nplt.figure(figsize=(12, 5))\nax1 = sns.countplot(x= 'Vertebra', hue = 'Flag', data = df)\nshow_values_on_bars(ax1, h_v=\"v\", space = 0.4)\nax1.set_title('Vertebra Fracture Frequency', weight=\"bold\", size=12)","metadata":{"execution":{"iopub.status.busy":"2022-09-28T16:58:51.906527Z","iopub.execute_input":"2022-09-28T16:58:51.906944Z","iopub.status.idle":"2022-09-28T16:58:52.288215Z","shell.execute_reply.started":"2022-09-28T16:58:51.90691Z","shell.execute_reply":"2022-09-28T16:58:52.287085Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"plt.figure(figsize=(18, 5))\nax2 = sns.countplot(data=train, x=\"total_fractures\")\nshow_values_on_bars(ax2, h_v=\"v\", space=0.4)\nplt.title(\"Number of Bones Fractured per Patient\", weight=\"bold\", size=12)\n\n# Line    \nplt.axvline(x=3.5, linestyle = '--', lw=2)\nplt.text(x=3.6, y=250, s=f\"{round((26+7+2)/961*100,2)}% cases have 4+ bones fractured in the same time.\",\n        size=10, weight=\"bold\")\n\nsns.despine(right=True, top=True, left=True);","metadata":{"execution":{"iopub.status.busy":"2022-09-28T16:58:52.289719Z","iopub.execute_input":"2022-09-28T16:58:52.290739Z","iopub.status.idle":"2022-09-28T16:58:52.762654Z","shell.execute_reply.started":"2022-09-28T16:58:52.290691Z","shell.execute_reply":"2022-09-28T16:58:52.761435Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"#commonly broken bones\ncommon_broken_bones = df.where(df.Flag ==1).groupby('StudyInstanceUID')['Vertebra'].unique().astype(str).value_counts()\ncommon_broken_bones[:10]","metadata":{"execution":{"iopub.status.busy":"2022-09-28T16:58:52.764045Z","iopub.execute_input":"2022-09-28T16:58:52.764461Z","iopub.status.idle":"2022-09-28T16:58:52.859209Z","shell.execute_reply.started":"2022-09-28T16:58:52.764426Z","shell.execute_reply":"2022-09-28T16:58:52.858415Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# train Image / Metadata\n\nKey takeaways:\n\n**Patient slice counts**\n* Majority of patients have 200-400 CT scans in the train set. Distribution right skewed. \n\n**Slice Thickness Frequency**\n* Most of patients’ CT scan slice thickness is 0.62\n* Many variation \n\n**Image Size**\n* 98% of train images are 512 x 512, few of them have image sizes as 768 x 768, 512 x 519.We need to resize them before modeling. \n","metadata":{}},{"cell_type":"code","source":"#take a look at one example\n\nexample = '../input/rsna-2022-cervical-spine-fracture-detection/train_images/1.2.826.0.1.3680043.10001/1.dcm'\ndcm_example = pydicom.dcmread(example)\ndcm_example","metadata":{"execution":{"iopub.status.busy":"2022-09-28T16:58:52.860905Z","iopub.execute_input":"2022-09-28T16:58:52.86155Z","iopub.status.idle":"2022-09-28T16:58:52.883985Z","shell.execute_reply.started":"2022-09-28T16:58:52.861502Z","shell.execute_reply":"2022-09-28T16:58:52.883049Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"#display the example image above \n#reference: https://github.com/pydicom/pydicom\n\narr = dcm_example.pixel_array\n\nplt.imshow(arr, cmap=\"gray\")\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2022-09-28T16:58:52.885391Z","iopub.execute_input":"2022-09-28T16:58:52.885993Z","iopub.status.idle":"2022-09-28T16:58:53.161882Z","shell.execute_reply.started":"2022-09-28T16:58:52.885948Z","shell.execute_reply":"2022-09-28T16:58:53.158825Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"#### Metadata:\n* Rows -> the height of the CT scan/image\n* Columns -> the width of the CT scan/image\n* SOPInstanceUID -> Unique identifier containing the StudyInstanceUID + slice number\n* ContentDate -> the date the image pixel data creation started\n* SliceThickness -> gives the thickness of the imaged slice (TODO: maybe pair with Spacing Between Slices - gives the distance between two adjacent slices)\n* InstanceNumber -> slice number\n* ImagePositionPatient -> the x, y, and z coordinates of the upper left hand corner (center of the first voxel transmitted) of the image, in mm\n* ImageOrientationPatient -> the direction cosines of the first row and the first column with respect to the patient\ninformation from DICOM standard browser.\nReference: https://dicom.innolitics.com/ciods/rt-dose/image-plane/00200037","metadata":{}},{"cell_type":"code","source":"# From https://www.kaggle.com/code/andradaolteanu/rsna-fracture-detection-dicom-images-explore#3.-DICOM-Metadata\ndef get_metadata():\n    '''\n    Retrieves the desired metadata from the .dcm files and saves it into dataframe.\n    '''\n    \n    exceptions = 0\n    dicts = []\n\n    for k in tqdm(range(len(train_df))):\n        if (k % 100)==0:\n            print(f'Iteration: {k}')\n            \n        dt = train_df.iloc[k, :]\n\n        # Get all .dcm paths for this Instance\n        dcm_paths = glob(f\"{base_path}/train_images/{dt.StudyInstanceUID}/*\")\n\n        for path in dcm_paths:\n            try:\n                # Get datasets\n                dataset = get_observation_data(path)\n                dicts.append(dataset)\n            except Exception as e:\n                exceptions += 1\n                continue\n\n    # Convert into df\n    meta_train_data = pd.DataFrame(data=dicts, columns=md_example.keys())\n    \n    # Export information\n    meta_train_data.to_csv(\"../meta-train/meta_train.csv\", index=False)\n    \n    print(f\"Metadata created. Number of total fails: {exceptions}.\")","metadata":{"execution":{"iopub.status.busy":"2022-09-28T16:58:53.163171Z","iopub.execute_input":"2022-09-28T16:58:53.163524Z","iopub.status.idle":"2022-09-28T16:58:53.171854Z","shell.execute_reply.started":"2022-09-28T16:58:53.163493Z","shell.execute_reply":"2022-09-28T16:58:53.170632Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# Create and save the metadata (~ 2 hours)\n# base_path = \"../input/rsna-2022-cervical-spine-fracture-detection\"\n\n# get_metadata()","metadata":{"execution":{"iopub.status.busy":"2022-09-28T16:58:53.177269Z","iopub.execute_input":"2022-09-28T16:58:53.177824Z","iopub.status.idle":"2022-09-28T16:58:53.187673Z","shell.execute_reply.started":"2022-09-28T16:58:53.177776Z","shell.execute_reply":"2022-09-28T16:58:53.186521Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# From https://www.kaggle.com/code/andradaolteanu/rsna-fracture-detection-dicom-images-explore\ndef get_observation_data(path):\n    '''\n    Get information from the .dcm files\n    '''\n\n    dataset = pydicom.read_file(path)\n    \n    # Dictionary to store the information from the image\n    observation_data = {\n        \"Rows\" : dataset.get(\"Rows\"),\n        \"Columns\" : dataset.get(\"Columns\"),\n        \"SOPInstanceUID\" : dataset.get(\"SOPInstanceUID\"),\n        \"ContentDate\" : dataset.get(\"ContentDate\"),\n        \"SliceThickness\" : dataset.get(\"SliceThickness\"),\n        \"InstanceNumber\" : dataset.get(\"InstanceNumber\"),\n        \"ImagePositionPatient\" : dataset.get(\"ImagePositionPatient\"),\n        \"ImageOrientationPatient\" : dataset.get(\"ImageOrientationPatient\"),\n    }\n\n    # String columns\n    str_columns = [\"SOPInstanceUID\", \"ContentDate\", \n                   \"SliceThickness\", \"InstanceNumber\"]\n    for k in str_columns:\n        observation_data[k] = str(dataset.get(k)) if k in dataset else None\n    \n    return observation_data","metadata":{"execution":{"iopub.status.busy":"2022-09-28T16:58:53.189087Z","iopub.execute_input":"2022-09-28T16:58:53.189418Z","iopub.status.idle":"2022-09-28T16:58:53.199309Z","shell.execute_reply.started":"2022-09-28T16:58:53.189386Z","shell.execute_reply":"2022-09-28T16:58:53.198228Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"get_observation_data(example)","metadata":{"execution":{"iopub.status.busy":"2022-09-28T16:58:53.20066Z","iopub.execute_input":"2022-09-28T16:58:53.200983Z","iopub.status.idle":"2022-09-28T16:58:53.21884Z","shell.execute_reply.started":"2022-09-28T16:58:53.200953Z","shell.execute_reply":"2022-09-28T16:58:53.217718Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# # Read in saved metadata\nmeta_train_path = '../input/meta-train/meta_train.csv'\nmeta_train = pd.read_csv(meta_train_path)\nmeta_train.head()","metadata":{"execution":{"iopub.status.busy":"2022-09-28T16:58:53.219866Z","iopub.execute_input":"2022-09-28T16:58:53.220224Z","iopub.status.idle":"2022-09-28T16:58:55.899638Z","shell.execute_reply.started":"2022-09-28T16:58:53.220178Z","shell.execute_reply":"2022-09-28T16:58:55.898438Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# check if the patients count match \n# 2019 match with total patients number in train\nmeta_train['StudyInstanceUID'] = meta_train['SOPInstanceUID'].apply(lambda x: \".\".join(x.split(\".\")[:-2]))\nprint(\"meta train shape:\", meta_train.shape)\nprint(\"number of patients:\", meta_train['StudyInstanceUID'].nunique())","metadata":{"execution":{"iopub.status.busy":"2022-09-28T16:58:55.901067Z","iopub.execute_input":"2022-09-28T16:58:55.901434Z","iopub.status.idle":"2022-09-28T16:58:56.58094Z","shell.execute_reply.started":"2022-09-28T16:58:55.901401Z","shell.execute_reply":"2022-09-28T16:58:56.579628Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"#### Image Size","metadata":{}},{"cell_type":"code","source":"#distribution of image size (Rows x Columns)\nmeta_train['size'] = meta_train['Rows'].astype(str) + \"x\" + meta_train['Columns'].astype(str)\nsize_data = meta_train['size'].value_counts().reset_index()\nsize_data.columns = ['image_size', 'counts']\nsize_data['percent'] = (size_data['counts'] / size_data['counts'].sum()) * 100\nprint(size_data)\n# we should make 768 x 768 and 512 x 519 as 512 x 512 to be consistent\n\nplt.figure(figsize=(12, 5))\nax3= sns.countplot(x='size', data = meta_train)\nshow_values_on_bars(ax3)\nax3.set_title('Image Size Frequency', weight=\"bold\", size=12)","metadata":{"execution":{"iopub.status.busy":"2022-09-28T16:58:56.583601Z","iopub.execute_input":"2022-09-28T16:58:56.584574Z","iopub.status.idle":"2022-09-28T16:58:58.320298Z","shell.execute_reply.started":"2022-09-28T16:58:56.584524Z","shell.execute_reply":"2022-09-28T16:58:58.319095Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"meta_train[meta_train['Rows']==768].head()","metadata":{"execution":{"iopub.status.busy":"2022-09-28T16:58:58.321828Z","iopub.execute_input":"2022-09-28T16:58:58.322183Z","iopub.status.idle":"2022-09-28T16:58:58.507702Z","shell.execute_reply.started":"2022-09-28T16:58:58.322149Z","shell.execute_reply":"2022-09-28T16:58:58.506689Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"irr_image_path = '../input/rsna-2022-cervical-spine-fracture-detection/train_images/1.2.826.0.1.3680043.22678/377.dcm'\ndcm_example2 = pydicom.dcmread(irr_image_path)\narr = dcm_example2.pixel_array\n\nplt.imshow(arr, cmap=\"gray\")\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2022-09-28T16:58:58.509002Z","iopub.execute_input":"2022-09-28T16:58:58.509377Z","iopub.status.idle":"2022-09-28T16:58:58.818593Z","shell.execute_reply.started":"2022-09-28T16:58:58.509332Z","shell.execute_reply":"2022-09-28T16:58:58.817172Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"We can safely resize them as 512 x 512 image.","metadata":{}},{"cell_type":"markdown","source":"#### Content Date\nSame date as the competition start date","metadata":{}},{"cell_type":"code","source":"meta_train['ContentDate'].value_counts()","metadata":{"execution":{"iopub.status.busy":"2022-09-28T16:58:58.820581Z","iopub.execute_input":"2022-09-28T16:58:58.821046Z","iopub.status.idle":"2022-09-28T16:58:58.836267Z","shell.execute_reply.started":"2022-09-28T16:58:58.821Z","shell.execute_reply":"2022-09-28T16:58:58.835395Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"#### Slice Thickness","metadata":{}},{"cell_type":"code","source":"meta_train['SliceThickness'].value_counts()","metadata":{"execution":{"iopub.status.busy":"2022-09-28T16:58:58.837671Z","iopub.execute_input":"2022-09-28T16:58:58.838403Z","iopub.status.idle":"2022-09-28T16:58:58.863637Z","shell.execute_reply.started":"2022-09-28T16:58:58.838368Z","shell.execute_reply":"2022-09-28T16:58:58.86248Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"plt.figure(figsize=(18, 5))\nax4= sns.countplot(x='SliceThickness', data = meta_train)\nshow_values_on_bars(ax4)\nax4.set_title('Slice Thickness Frequency', weight=\"bold\", size=12)","metadata":{"execution":{"iopub.status.busy":"2022-09-28T16:58:58.865188Z","iopub.execute_input":"2022-09-28T16:58:58.865551Z","iopub.status.idle":"2022-09-28T16:58:59.276725Z","shell.execute_reply.started":"2022-09-28T16:58:58.865518Z","shell.execute_reply":"2022-09-28T16:58:59.275672Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"#### Number of slice per patient","metadata":{}},{"cell_type":"code","source":"meta_train.head()","metadata":{"execution":{"iopub.status.busy":"2022-09-28T16:58:59.277838Z","iopub.execute_input":"2022-09-28T16:58:59.27873Z","iopub.status.idle":"2022-09-28T16:58:59.294418Z","shell.execute_reply.started":"2022-09-28T16:58:59.278694Z","shell.execute_reply":"2022-09-28T16:58:59.293355Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"patient_slice = meta_train['StudyInstanceUID'].value_counts().reset_index()\npatient_slice.columns = ['patientid','slice']\n\nplt.figure(figsize=(18, 5))\nax4= sns.histplot(x='slice', data = patient_slice, kde = True)\nshow_values_on_bars(ax4)\nax4.set_title('Patient Slice Count', weight=\"bold\", size=12)","metadata":{"execution":{"iopub.status.busy":"2022-09-28T16:58:59.295517Z","iopub.execute_input":"2022-09-28T16:58:59.295818Z","iopub.status.idle":"2022-09-28T16:58:59.893099Z","shell.execute_reply.started":"2022-09-28T16:58:59.29579Z","shell.execute_reply":"2022-09-28T16:58:59.892249Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# Segmentations\n\nKey takeaway:\n* segmentations include the color coding for the bones.\n* Image has overlap of adjacent vertebrae\n* Need to predict C1-C7 for rest of train set\n","metadata":{}},{"cell_type":"code","source":"base_path = \"../input/rsna-2022-cervical-spine-fracture-detection\"\npatient_id = '1.2.826.0.1.3680043.10633'\ndcm_paths = glob(f\"{base_path}/train_images/{patient_id}/*\")\n\n# Number of cases with masks\nseg_paths = glob(f\"{base_path}/segmentations/*\")\nprint(f'Number of cases with segmentations: {len(seg_paths)}, ({np.round(100*len(seg_paths)/len(train),1)}%)')","metadata":{"execution":{"iopub.status.busy":"2022-09-28T16:58:59.894353Z","iopub.execute_input":"2022-09-28T16:58:59.89484Z","iopub.status.idle":"2022-09-28T16:58:59.993361Z","shell.execute_reply.started":"2022-09-28T16:58:59.894803Z","shell.execute_reply":"2022-09-28T16:58:59.992183Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# look at the same example\nex_path2 = f\"../input/rsna-2022-cervical-spine-fracture-detection/segmentations/1.2.826.0.1.3680043.10633.nii\"\nnii_example = nib.load(ex_path2)\n\n# Convert to numpy array\nseg = nii_example.get_fdata()\nseg.shape","metadata":{"execution":{"iopub.status.busy":"2022-09-28T16:58:59.994885Z","iopub.execute_input":"2022-09-28T16:58:59.995211Z","iopub.status.idle":"2022-09-28T16:59:02.254827Z","shell.execute_reply.started":"2022-09-28T16:58:59.995181Z","shell.execute_reply":"2022-09-28T16:59:02.253544Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"patient_slice[patient_slice.patientid == '1.2.826.0.1.3680043.10633']","metadata":{"execution":{"iopub.status.busy":"2022-09-28T16:59:02.256676Z","iopub.execute_input":"2022-09-28T16:59:02.257012Z","iopub.status.idle":"2022-09-28T16:59:02.26709Z","shell.execute_reply.started":"2022-09-28T16:59:02.256982Z","shell.execute_reply":"2022-09-28T16:59:02.266395Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"Segmentation shape represents (row, height, slice), each slice has a numpy array. According to this [discussion post](https://www.kaggle.com/competitions/rsna-2022-cervical-spine-fracture-detection/discussion/340612), we need to transform the array as \n> segmentations = nib.load(f\"segmentations/1.2.826.0.1.3680043.10921.nii\").get_fdata()[:, ::-1, ::-1].transpose(2, 1, 0)","metadata":{}},{"cell_type":"code","source":"#transform segmentation\nseg_trans = seg[:, ::-1, ::-1].transpose(2, 1, 0)\nseg_trans.shape","metadata":{"execution":{"iopub.status.busy":"2022-09-28T16:59:02.268428Z","iopub.execute_input":"2022-09-28T16:59:02.268795Z","iopub.status.idle":"2022-09-28T16:59:02.279667Z","shell.execute_reply.started":"2022-09-28T16:59:02.268763Z","shell.execute_reply":"2022-09-28T16:59:02.27867Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"#code from https://www.kaggle.com/code/samuelcortinhas/rsna-fracture-detection-in-depth-eda#4.-Train-images\n#visualize the original image first \n\ndcm_paths.sort(key=natural_keys)\n\n# Get images\nfiles = [pydicom.dcmread(path) for path in dcm_paths]\nimages = [apply_voi_lut(file.pixel_array, file) for file in files]\n\n# Plot images\nfig, axes = plt.subplots(nrows=3, ncols=6, figsize=(24,12))\nfig.suptitle(f'ID: {patient_id}', weight=\"bold\", size=20)\n\nstart = 150\nfor i in range(start,start+18):\n    img = images[i]\n    file = files[i]\n    slice_no = i\n    # Plot the image\n    x = (i-start) // 6\n    y = (i-start) % 6\n\n    axes[x, y].imshow(img, cmap=\"bone\")\n    axes[x, y].set_title(f\"Slice: {slice_no}\", fontsize=14, weight='bold')\n    axes[x, y].axis('off')","metadata":{"_kg_hide-input":true,"execution":{"iopub.status.busy":"2022-09-28T16:59:02.281077Z","iopub.execute_input":"2022-09-28T16:59:02.281421Z","iopub.status.idle":"2022-09-28T16:59:16.952756Z","shell.execute_reply.started":"2022-09-28T16:59:02.281391Z","shell.execute_reply":"2022-09-28T16:59:16.950987Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"#visualize the corresponding segmentation images\n\nfig, axes = plt.subplots(nrows=3, ncols=6, figsize=(24,12))\nfig.suptitle(f'ID: {patient_id}', weight=\"bold\", size=20)\n\nfor i in range(start,start+18):\n    mask = seg_trans[i]\n    slice_no = i\n\n    # Plot the image\n    x = (i-start) // 6\n    y = (i-start) % 6\n\n    axes[x, y].imshow(mask, cmap='inferno')\n    axes[x, y].set_title(f\"Slice: {slice_no}\", fontsize=14, weight='bold')\n    axes[x, y].axis('off')","metadata":{"execution":{"iopub.status.busy":"2022-09-28T16:59:16.954365Z","iopub.execute_input":"2022-09-28T16:59:16.954735Z","iopub.status.idle":"2022-09-28T16:59:19.244658Z","shell.execute_reply.started":"2022-09-28T16:59:16.954701Z","shell.execute_reply":"2022-09-28T16:59:19.243437Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"print(\"Some images have overlap of adjacent vertebrae, such as slice 150 bones are labelled as C1 & C2, in dataset as\", np.unique(seg_trans[150]))","metadata":{"execution":{"iopub.status.busy":"2022-09-28T16:59:19.246745Z","iopub.execute_input":"2022-09-28T16:59:19.247101Z","iopub.status.idle":"2022-09-28T16:59:19.259607Z","shell.execute_reply.started":"2022-09-28T16:59:19.247067Z","shell.execute_reply":"2022-09-28T16:59:19.258175Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# Bounding Box\n\nKey takeaway:\n* 235 patients (12% of train set) have the bounding box\n* Most of patient have 15-25 bounding boxes\n* Patients rarely have 100 bounding boxes, distribution right skewed\n\n","metadata":{}},{"cell_type":"code","source":"train_bbox.head()","metadata":{"execution":{"iopub.status.busy":"2022-09-28T16:59:19.261185Z","iopub.execute_input":"2022-09-28T16:59:19.262083Z","iopub.status.idle":"2022-09-28T16:59:19.276539Z","shell.execute_reply.started":"2022-09-28T16:59:19.262036Z","shell.execute_reply":"2022-09-28T16:59:19.275356Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"print('Only', train_bbox['StudyInstanceUID'].nunique(), 'patients have the bounding box in the train dataset.')\nprint('It takes about', \"{0:.0%}\".format(train_bbox['StudyInstanceUID'].nunique()/len(train)), 'of whole train dataset')","metadata":{"execution":{"iopub.status.busy":"2022-09-28T16:59:19.278365Z","iopub.execute_input":"2022-09-28T16:59:19.278792Z","iopub.status.idle":"2022-09-28T16:59:19.287716Z","shell.execute_reply.started":"2022-09-28T16:59:19.278753Z","shell.execute_reply":"2022-09-28T16:59:19.286578Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"bbox_count = train_bbox['StudyInstanceUID'].value_counts().reset_index()\nbbox_count.columns = ['patient_id','box_count']\n\nplt.figure(figsize=(18, 5))\nax4= sns.histplot(bbox_count.box_count, kde = True)\nshow_values_on_bars(ax4)\nax4.set_title('Patient Bounding Box Count', weight=\"bold\", size=12)","metadata":{"execution":{"iopub.status.busy":"2022-09-28T16:59:19.289032Z","iopub.execute_input":"2022-09-28T16:59:19.289401Z","iopub.status.idle":"2022-09-28T16:59:19.708707Z","shell.execute_reply.started":"2022-09-28T16:59:19.289362Z","shell.execute_reply":"2022-09-28T16:59:19.707628Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# From https://www.kaggle.com/code/andradaolteanu/rsna-fracture-detection-dicom-images-explore#4.-Bounding-Boxes\ndef show_dcm_bboxes(studyInstanceUID, rows, cols):\n    \n    # Set defaults\n    BASE_PATH = \"../input/rsna-2022-cervical-spine-fracture-detection/train_images\"\n    N = rows*cols\n    \n    fig, axes = plt.subplots(nrows=rows, ncols=cols, figsize=(24,15))\n\n    # Get dataframe & .dcm paths\n    bbox_df = train_bbox[train_bbox[\"StudyInstanceUID\"]==studyInstanceUID].reset_index(drop=True).head(N)\n    png_paths = [f\"{BASE_PATH}/{studyInstanceUID}/{slice_no}.dcm\" \n                 for slice_no in bbox_df[\"slice_number\"]]\n\n    for path, k in zip(png_paths, range(N)):\n        dataset = pydicom.dcmread(path)\n        img = apply_voi_lut(dataset.pixel_array, dataset)\n        slice_no = png_paths[k].split(\"/\")[-1].split(\".\")[0]\n\n        # BBoxes\n        bbox_list = (bbox_df.loc[k, \"x1\"], bbox_df.loc[k, \"y1\"],\n                     bbox_df.loc[k, \"x2\"], bbox_df.loc[k, \"y2\"])\n        x1, y1, x2, y2 = [ int(x) for x in bbox_list ]\n\n        # Plot the image\n        x_plot = k // cols\n        y_plot = k % cols\n        \n        cv2.rectangle(img, (x1, y1), (x2, y2), (226, 56, 54), 5)\n        axes[x_plot, y_plot].imshow(img, cmap=\"bone\")\n        axes[x_plot, y_plot].set_title(f\"Slice: {slice_no}\", \n                                       fontsize=14, weight='bold')\n        axes[x_plot, y_plot].axis('off');","metadata":{"execution":{"iopub.status.busy":"2022-09-28T16:59:19.710455Z","iopub.execute_input":"2022-09-28T16:59:19.711488Z","iopub.status.idle":"2022-09-28T16:59:19.724322Z","shell.execute_reply.started":"2022-09-28T16:59:19.71144Z","shell.execute_reply":"2022-09-28T16:59:19.723212Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# Compute x2 and y2\ntrain_bbox[\"x2\"] = train_bbox[\"x\"] + train_bbox[\"width\"]\ntrain_bbox[\"y2\"] = train_bbox[\"y\"] + train_bbox[\"height\"]\n\n# Rename columns\ntrain_bbox.rename(columns={\"x\": \"x1\", \"y\": \"y1\"}, inplace=True)\n\n# Change to int\ntrain_bbox[\"x1\"] = train_bbox[\"x1\"].apply(lambda x: int(x))\ntrain_bbox[\"x2\"] = train_bbox[\"x2\"].apply(lambda x: int(x))\ntrain_bbox[\"y1\"] = train_bbox[\"y1\"].apply(lambda x: int(x))\ntrain_bbox[\"y2\"] = train_bbox[\"y2\"].apply(lambda x: int(x))\n\ntrain_bbox.head(3)","metadata":{"execution":{"iopub.status.busy":"2022-09-28T16:59:19.725786Z","iopub.execute_input":"2022-09-28T16:59:19.726207Z","iopub.status.idle":"2022-09-28T16:59:19.766506Z","shell.execute_reply.started":"2022-09-28T16:59:19.726176Z","shell.execute_reply":"2022-09-28T16:59:19.765443Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"show_dcm_bboxes('1.2.826.0.1.3680043.25651', rows = 3, cols = 6)","metadata":{"execution":{"iopub.status.busy":"2022-09-28T16:59:19.768072Z","iopub.execute_input":"2022-09-28T16:59:19.768534Z","iopub.status.idle":"2022-09-28T16:59:22.8745Z","shell.execute_reply.started":"2022-09-28T16:59:19.768491Z","shell.execute_reply":"2022-09-28T16:59:22.872436Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# Sagittal View","metadata":{}},{"cell_type":"code","source":"def get_dcm_images(path):\n    paths = list(path.glob('*'))\n    paths.sort(key=lambda x:int(x.stem)) # sort based on slice index which is the filename: index.dcm\n    data = [pydicom.dcmread(f) for f in paths]\n    images = [apply_voi_lut(dcm.pixel_array, dcm) for dcm in data]\n    return images","metadata":{"execution":{"iopub.status.busy":"2022-09-28T16:59:22.875933Z","iopub.execute_input":"2022-09-28T16:59:22.876273Z","iopub.status.idle":"2022-09-28T16:59:22.883136Z","shell.execute_reply.started":"2022-09-28T16:59:22.87624Z","shell.execute_reply":"2022-09-28T16:59:22.881657Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# some patients have reverse order for the CT scan, so have a function to check\ndef check_reverse_required(path):\n    paths = list(path.glob('*'))\n    paths.sort(key=lambda x:int(x.stem))\n    z_first = pydicom.dcmread(paths[0]).get(\"ImagePositionPatient\")[-1]\n    z_last = pydicom.dcmread(paths[-1]).get(\"ImagePositionPatient\")[-1]\n    if z_last < z_first:\n        return False\n    return True","metadata":{"execution":{"iopub.status.busy":"2022-09-28T16:59:22.890192Z","iopub.execute_input":"2022-09-28T16:59:22.890548Z","iopub.status.idle":"2022-09-28T16:59:23.448844Z","shell.execute_reply.started":"2022-09-28T16:59:22.890517Z","shell.execute_reply":"2022-09-28T16:59:23.447815Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"train['segment_path'] = train['StudyInstanceUID'].map(lambda x: paths['train_images']/x)\ntrain['reverse_required'] = train['segment_path'].map(check_reverse_required)\nprint(train.loc[41,:])\n\ndcm_images = get_dcm_images(train['segment_path'][41]) # 0 fractures\ndcm_np = np.array(dcm_images)\nif train['reverse_required'][41] == True:\n    dcm_np = dcm_np[::-1]\nsagittal_view = dcm_np[:,:,256]\nplt.imshow(sagittal_view, cmap='bone')","metadata":{"execution":{"iopub.status.busy":"2022-09-28T16:59:23.450298Z","iopub.execute_input":"2022-09-28T16:59:23.450937Z","iopub.status.idle":"2022-09-28T17:02:42.131588Z","shell.execute_reply.started":"2022-09-28T16:59:23.450895Z","shell.execute_reply":"2022-09-28T17:02:42.129709Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# !mkdir sagittal_views\n\n# sagittal_path = Path('./sagittal_views')\n# for uid, path, rev in tqdm(train_df.loc[:,['StudyInstanceUID','segment_path','reverse_required']].values):\n#     dcm_images = get_dcm_images(path)\n#     dcm_np = np.array(dcm_images)\n#     if rev == True:\n#         dcm_np = dcm_np[::-1]\n#     sagittal_view = dcm_np[:,:,256]\n#     plt.imsave(sagittal_path/(uid+'.png'),sagittal_view,cmap='bone')","metadata":{"execution":{"iopub.status.busy":"2022-09-28T17:02:42.133714Z","iopub.execute_input":"2022-09-28T17:02:42.13413Z","iopub.status.idle":"2022-09-28T17:02:42.14083Z","shell.execute_reply.started":"2022-09-28T17:02:42.134093Z","shell.execute_reply":"2022-09-28T17:02:42.139606Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# zip the images and download it from kaggle/working\n#!zip -r all_sagittal_views.zip ./sagittal_views","metadata":{"execution":{"iopub.status.busy":"2022-09-28T17:02:42.142291Z","iopub.execute_input":"2022-09-28T17:02:42.14264Z","iopub.status.idle":"2022-09-28T17:02:42.156638Z","shell.execute_reply.started":"2022-09-28T17:02:42.14261Z","shell.execute_reply":"2022-09-28T17:02:42.155299Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"#visualize the sagittal vies\n\n# load images from input \nsagittal_images = '../input/sagittal-view/saggital_views/*.png'\nrandom_images = random.choices([image for image in glob(sagittal_images)], k =18)\n\nsagittal_patient_id = []\nfor i in random_images:\n    sagittal_patient_id.append(i.split(\".\")[-2])\n\n# Get images\nimages = [mpimg.imread(image) for image in random_images]\n\n# Plot images\nfig, axes = plt.subplots(nrows=3, ncols=6, figsize=(24,12))\nfig.suptitle(f'Sagittal View - Randomly Pick 18', weight=\"bold\", size=20)\n\nstart = 0\nfor i in range(start,start+18):\n    img = images[i]\n#     file = files[i]\n    patient_id = sagittal_patient_id[i]\n    # Plot the image\n    x = (i-start) // 6\n    y = (i-start) % 6\n\n    axes[x, y].imshow(img, cmap=\"bone\")\n    axes[x, y].set_title(f\"patient_id: {patient_id}\", fontsize=14, weight='bold')\n    axes[x, y].axis('off')","metadata":{"execution":{"iopub.status.busy":"2022-09-28T17:02:42.158284Z","iopub.execute_input":"2022-09-28T17:02:42.158691Z","iopub.status.idle":"2022-09-28T17:02:45.546867Z","shell.execute_reply.started":"2022-09-28T17:02:42.158656Z","shell.execute_reply":"2022-09-28T17:02:45.54573Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# Animation","metadata":{}},{"cell_type":"code","source":"def add_nii_segment_path(uid):\n    base_path = paths['train_nifti_segments']\n    # path if exists else None\n    path = base_path/(uid+'.nii')\n    if path.exists():\n        return path\n    return None\n\ntrain['nii_segments_path'] = train['StudyInstanceUID'].map(add_nii_segment_path)","metadata":{"execution":{"iopub.status.busy":"2022-09-28T17:02:45.548521Z","iopub.execute_input":"2022-09-28T17:02:45.548841Z","iopub.status.idle":"2022-09-28T17:02:46.740522Z","shell.execute_reply.started":"2022-09-28T17:02:45.548812Z","shell.execute_reply":"2022-09-28T17:02:46.739618Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"def get_nii_segments(path):\n    f = nib.load(path)\n    segmentations = f.get_fdata()[:, ::-1, ::-1].transpose(2, 1, 0)\n    return segmentations","metadata":{"execution":{"iopub.status.busy":"2022-09-28T17:02:46.742102Z","iopub.execute_input":"2022-09-28T17:02:46.743085Z","iopub.status.idle":"2022-09-28T17:02:46.748051Z","shell.execute_reply.started":"2022-09-28T17:02:46.743047Z","shell.execute_reply":"2022-09-28T17:02:46.747218Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"sample_index = train.iloc[99,:]\ndcm_images = get_dcm_images(sample_index['segment_path'])\nif sample_index['reverse_required'] == True:\n    dcm_images.sort(reverse=True)\nsegments = get_nii_segments(sample_index['nii_segments_path'])","metadata":{"execution":{"iopub.status.busy":"2022-09-28T17:02:46.749072Z","iopub.execute_input":"2022-09-28T17:02:46.75006Z","iopub.status.idle":"2022-09-28T17:02:52.369058Z","shell.execute_reply.started":"2022-09-28T17:02:46.750023Z","shell.execute_reply":"2022-09-28T17:02:52.367847Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# From https://www.kaggle.com/code/shreydan/understanding-the-dataset-eda-animation#Animation\nfrom matplotlib import animation, rc\nrc('animation', html='jshtml')\n\nfig, [ax1,ax2] = plt.subplots(1,2)\nax1.axis('off')\nax2.axis('off')\nimages = []\nfor i in tqdm(range(len(dcm_images))):\n    im1 = ax1.imshow(dcm_images[i], animated=True, cmap='bone')\n    im2 = ax2.imshow(segments[i,:,:], animated=True, cmap='bone')\n    if i==0:\n        ax1.imshow(dcm_images[i], cmap='bone')\n        ax2.imshow(segments[i,:,:], cmap='bone')\n    images.append([im1,im2])\n        \n\nani = animation.ArtistAnimation(fig, images, interval=50, blit=True,\n                                repeat_delay=1000)\nplt.close()\nani","metadata":{"execution":{"iopub.status.busy":"2022-09-28T17:02:52.371751Z","iopub.execute_input":"2022-09-28T17:02:52.372215Z","iopub.status.idle":"2022-09-28T17:03:48.811395Z","shell.execute_reply.started":"2022-09-28T17:02:52.372163Z","shell.execute_reply":"2022-09-28T17:03:48.808964Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"## References:\n\n* [RSNA Fracture Detection: DICOM & Images Explore](https://www.kaggle.com/code/andradaolteanu/rsna-fracture-detection-dicom-images-explore)\n* [RSNA Fracture Detection - in-depth EDA](https://www.kaggle.com/code/samuelcortinhas/rsna-fracture-detection-in-depth-eda)\n* [Explaining Data and Submission in detail](https://www.kaggle.com/competitions/rsna-2022-cervical-spine-fracture-detection/discussion/340612)\n* [RSNA Cervical Spine Fracture AI Challenge (2022)](https://www.rsna.org/education/ai-resources-and-training/ai-image-challenge/cervical-spine-fractures-ai-detection-challenge-2022)\n* [Understanding the Dataset | EDA | Animation](https://www.kaggle.com/code/shreydan/understanding-the-dataset-eda-animation#Animation)","metadata":{}}]}