{"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\n\nimport os\nfor 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","execution":{"iopub.status.busy":"2022-08-18T04:27:45.770621Z","iopub.execute_input":"2022-08-18T04:27:45.771369Z","iopub.status.idle":"2022-08-18T04:27:45.801858Z","shell.execute_reply.started":"2022-08-18T04:27:45.771267Z","shell.execute_reply":"2022-08-18T04:27:45.800282Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"!pip install numpy\n!pip install pandas\n!pip install matplotlib\n!pip install scikit-learn\n!pip install tensorflow","metadata":{"execution":{"iopub.status.busy":"2022-08-18T04:52:42.944651Z","iopub.execute_input":"2022-08-18T04:52:42.945057Z","iopub.status.idle":"2022-08-18T04:54:18.660161Z","shell.execute_reply.started":"2022-08-18T04:52:42.945024Z","shell.execute_reply":"2022-08-18T04:54:18.658929Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"import numpy as np\nimport pandas as pd\nimport matplotlib.pyplot as plt\nimport sklearn\nimport tensorflow as tf","metadata":{"execution":{"iopub.status.busy":"2022-08-18T05:13:31.694821Z","iopub.execute_input":"2022-08-18T05:13:31.69521Z","iopub.status.idle":"2022-08-18T05:13:38.037961Z","shell.execute_reply.started":"2022-08-18T05:13:31.695177Z","shell.execute_reply":"2022-08-18T05:13:38.036854Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"!pip install kaggle","metadata":{"execution":{"iopub.status.busy":"2022-08-18T04:54:24.04986Z","iopub.execute_input":"2022-08-18T04:54:24.050871Z","iopub.status.idle":"2022-08-18T04:54:36.68448Z","shell.execute_reply.started":"2022-08-18T04:54:24.050757Z","shell.execute_reply":"2022-08-18T04:54:36.683126Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"train_df = pd.read_csv(\"../input/rsna-2022-cervical-spine-fracture-detection/train.csv\")\ntrain_bbox = pd.read_csv(\"../input/rsna-2022-cervical-spine-fracture-detection/train_bounding_boxes.csv\")\ntest_df = pd.read_csv(\"../input/rsna-2022-cervical-spine-fracture-detection/test.csv\")\nss = pd.read_csv(\"../input/rsna-2022-cervical-spine-fracture-detection/sample_submission.csv\")\n\nprint('train shape:', train_df.shape)\nprint('train bbox shape:', train_bbox.shape)\nprint('test shape:', test_df.shape)\nprint('ss shape:', ss.shape)\nprint('')\n","metadata":{"execution":{"iopub.status.busy":"2022-08-18T05:14:27.28672Z","iopub.execute_input":"2022-08-18T05:14:27.287459Z","iopub.status.idle":"2022-08-18T05:14:27.346057Z","shell.execute_reply.started":"2022-08-18T05:14:27.28742Z","shell.execute_reply":"2022-08-18T05:14:27.344775Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"","metadata":{},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"","metadata":{},"execution_count":null,"outputs":[]}]}