{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"name":"python","version":"3.10.12","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"},"kaggle":{"accelerator":"gpu","dataSources":[{"sourceId":45867,"databundleVersionId":6924515,"sourceType":"competition"},{"sourceId":6984590,"sourceType":"datasetVersion","datasetId":4014175}],"dockerImageVersionId":30627,"isInternetEnabled":true,"language":"python","sourceType":"notebook","isGpuEnabled":true}},"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":"2023-12-27T06:04:47.421879Z","iopub.execute_input":"2023-12-27T06:04:47.422243Z","iopub.status.idle":"2023-12-27T06:04:47.889412Z","shell.execute_reply.started":"2023-12-27T06:04:47.422214Z","shell.execute_reply":"2023-12-27T06:04:47.88848Z"},"collapsed":true,"jupyter":{"outputs_hidden":true},"trusted":true},"execution_count":2,"outputs":[{"name":"stdout","text":"/kaggle/input/UBC-OCEAN/updated_image_ids.json\n/kaggle/input/UBC-OCEAN/sample_submission.csv\n/kaggle/input/UBC-OCEAN/train.csv\n/kaggle/input/UBC-OCEAN/test.csv\n/kaggle/input/UBC-OCEAN/test_thumbnails/41_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_images/14127.png\n/kaggle/input/UBC-OCEAN/train_images/34649.png\n/kaggle/input/UBC-OCEAN/train_images/15221.png\n/kaggle/input/UBC-OCEAN/train_images/52375.png\n/kaggle/input/UBC-OCEAN/train_images/17487.png\n/kaggle/input/UBC-OCEAN/train_images/32112.png\n/kaggle/input/UBC-OCEAN/train_images/22290.png\n/kaggle/input/UBC-OCEAN/train_images/48734.png\n/kaggle/input/UBC-OCEAN/train_images/39146.png\n/kaggle/input/UBC-OCEAN/train_images/64950.png\n/kaggle/input/UBC-OCEAN/train_images/32042.png\n/kaggle/input/UBC-OCEAN/train_images/63429.png\n/kaggle/input/UBC-OCEAN/train_images/13526.png\n/kaggle/input/UBC-OCEAN/train_images/53859.png\n/kaggle/input/UBC-OCEAN/train_images/63836.png\n/kaggle/input/UBC-OCEAN/train_images/56117.png\n/kaggle/input/UBC-OCEAN/train_images/7490.png\n/kaggle/input/UBC-OCEAN/train_images/60685.png\n/kaggle/input/UBC-OCEAN/train_images/7955.png\n/kaggle/input/UBC-OCEAN/train_images/29888.png\n/kaggle/input/UBC-OCEAN/train_images/51679.png\n/kaggle/input/UBC-OCEAN/train_images/10077.png\n/kaggle/input/UBC-OCEAN/train_images/19030.png\n/kaggle/input/UBC-OCEAN/train_images/49281.png\n/kaggle/input/UBC-OCEAN/train_images/45185.png\n/kaggle/input/UBC-OCEAN/train_images/41801.png\n/kaggle/input/UBC-OCEAN/train_images/10896.png\n/kaggle/input/UBC-OCEAN/train_images/63941.png\n/kaggle/input/UBC-OCEAN/train_images/62828.png\n/kaggle/input/UBC-OCEAN/train_images/18138.png\n/kaggle/input/UBC-OCEAN/train_images/37655.png\n/kaggle/input/UBC-OCEAN/train_images/20463.png\n/kaggle/input/UBC-OCEAN/train_images/52931.png\n/kaggle/input/UBC-OCEAN/train_images/36302.png\n/kaggle/input/UBC-OCEAN/train_images/21373.png\n/kaggle/input/UBC-OCEAN/train_images/39208.png\n/kaggle/input/UBC-OCEAN/train_images/61823.png\n/kaggle/input/UBC-OCEAN/train_images/24617.png\n/kaggle/input/UBC-OCEAN/train_images/3098.png\n/kaggle/input/UBC-OCEAN/train_images/29147.png\n/kaggle/input/UBC-OCEAN/train_images/28028.png\n/kaggle/input/UBC-OCEAN/train_images/1952.png\n/kaggle/input/UBC-OCEAN/train_images/51128.png\n/kaggle/input/UBC-OCEAN/train_images/12244.png\n/kaggle/input/UBC-OCEAN/train_images/11417.png\n/kaggle/input/UBC-OCEAN/train_images/33976.png\n/kaggle/input/UBC-OCEAN/train_images/18568.png\n/kaggle/input/UBC-OCEAN/train_images/281.png\n/kaggle/input/UBC-OCEAN/train_images/24759.png\n/kaggle/input/UBC-OCEAN/train_images/11557.png\n/kaggle/input/UBC-OCEAN/train_images/45630.png\n/kaggle/input/UBC-OCEAN/train_images/36063.png\n/kaggle/input/UBC-OCEAN/train_images/63015.png\n/kaggle/input/UBC-OCEAN/train_images/50962.png\n/kaggle/input/UBC-OCEAN/train_images/30515.png\n/kaggle/input/UBC-OCEAN/train_images/35754.png\n/kaggle/input/UBC-OCEAN/train_images/57100.png\n/kaggle/input/UBC-OCEAN/train_images/24507.png\n/kaggle/input/UBC-OCEAN/train_images/33984.png\n/kaggle/input/UBC-OCEAN/train_images/39425.png\n/kaggle/input/UBC-OCEAN/train_images/52420.png\n/kaggle/input/UBC-OCEAN/train_images/63289.png\n/kaggle/input/UBC-OCEAN/train_images/4608.png\n/kaggle/input/UBC-OCEAN/train_images/46469.png\n/kaggle/input/UBC-OCEAN/train_images/14424.png\n/kaggle/input/UBC-OCEAN/train_images/61424.png\n/kaggle/input/UBC-OCEAN/train_images/15912.png\n/kaggle/input/UBC-OCEAN/train_images/61689.png\n/kaggle/input/UBC-OCEAN/train_images/4.png\n/kaggle/input/UBC-OCEAN/train_images/8279.png\n/kaggle/input/UBC-OCEAN/train_images/18914.png\n/kaggle/input/UBC-OCEAN/train_images/16325.png\n/kaggle/input/UBC-OCEAN/train_images/27249.png\n/kaggle/input/UBC-OCEAN/train_images/3222.png\n/kaggle/input/UBC-OCEAN/train_images/2097.png\n/kaggle/input/UBC-OCEAN/train_images/61280.png\n/kaggle/input/UBC-OCEAN/train_images/38535.png\n/kaggle/input/UBC-OCEAN/train_images/30369.png\n/kaggle/input/UBC-OCEAN/train_images/38018.png\n/kaggle/input/UBC-OCEAN/train_images/52275.png\n/kaggle/input/UBC-OCEAN/train_images/59002.png\n/kaggle/input/UBC-OCEAN/train_images/27747.png\n/kaggle/input/UBC-OCEAN/train_images/4877.png\n/kaggle/input/UBC-OCEAN/train_images/53059.png\n/kaggle/input/UBC-OCEAN/train_images/7204.png\n/kaggle/input/UBC-OCEAN/train_images/57468.png\n/kaggle/input/UBC-OCEAN/train_images/24563.png\n/kaggle/input/UBC-OCEAN/train_images/36204.png\n/kaggle/input/UBC-OCEAN/train_images/8805.png\n/kaggle/input/UBC-OCEAN/train_images/44432.png\n/kaggle/input/UBC-OCEAN/train_images/30203.png\n/kaggle/input/UBC-OCEAN/train_images/48502.png\n/kaggle/input/UBC-OCEAN/train_images/32035.png\n/kaggle/input/UBC-OCEAN/train_images/51346.png\n/kaggle/input/UBC-OCEAN/train_images/63298.png\n/kaggle/input/UBC-OCEAN/train_images/65300.png\n/kaggle/input/UBC-OCEAN/train_images/40503.png\n/kaggle/input/UBC-OCEAN/train_images/38901.png\n/kaggle/input/UBC-OCEAN/train_images/52461.png\n/kaggle/input/UBC-OCEAN/train_images/28736.png\n/kaggle/input/UBC-OCEAN/train_images/44804.png\n/kaggle/input/UBC-OCEAN/train_images/57696.png\n/kaggle/input/UBC-OCEAN/train_images/27739.png\n/kaggle/input/UBC-OCEAN/train_images/10548.png\n/kaggle/input/UBC-OCEAN/train_images/431.png\n/kaggle/input/UBC-OCEAN/train_images/56993.png\n/kaggle/input/UBC-OCEAN/train_images/56843.png\n/kaggle/input/UBC-OCEAN/train_images/36678.png\n/kaggle/input/UBC-OCEAN/train_images/46769.png\n/kaggle/input/UBC-OCEAN/train_images/1925.png\n/kaggle/input/UBC-OCEAN/train_images/26644.png\n/kaggle/input/UBC-OCEAN/train_images/44603.png\n/kaggle/input/UBC-OCEAN/train_images/970.png\n/kaggle/input/UBC-OCEAN/train_images/31033.png\n/kaggle/input/UBC-OCEAN/train_images/26603.png\n/kaggle/input/UBC-OCEAN/train_images/23629.png\n/kaggle/input/UBC-OCEAN/train_images/1295.png\n/kaggle/input/UBC-OCEAN/train_images/19512.png\n/kaggle/input/UBC-OCEAN/train_images/6359.png\n/kaggle/input/UBC-OCEAN/train_images/8531.png\n/kaggle/input/UBC-OCEAN/train_images/21303.png\n/kaggle/input/UBC-OCEAN/train_images/61100.png\n/kaggle/input/UBC-OCEAN/train_images/18981.png\n/kaggle/input/UBC-OCEAN/train_images/21910.png\n/kaggle/input/UBC-OCEAN/train_images/10143.png\n/kaggle/input/UBC-OCEAN/train_images/45725.png\n/kaggle/input/UBC-OCEAN/train_images/54408.png\n/kaggle/input/UBC-OCEAN/train_images/64111.png\n/kaggle/input/UBC-OCEAN/train_images/9254.png\n/kaggle/input/UBC-OCEAN/train_images/8240.png\n/kaggle/input/UBC-OCEAN/train_images/51021.png\n/kaggle/input/UBC-OCEAN/train_images/2706.png\n/kaggle/input/UBC-OCEAN/train_images/60058.png\n/kaggle/input/UBC-OCEAN/train_images/17416.png\n/kaggle/input/UBC-OCEAN/train_images/6363.png\n/kaggle/input/UBC-OCEAN/train_images/20858.png\n/kaggle/input/UBC-OCEAN/train_images/1289.png\n/kaggle/input/UBC-OCEAN/train_images/63897.png\n/kaggle/input/UBC-OCEAN/train_images/15742.png\n/kaggle/input/UBC-OCEAN/train_images/49942.png\n/kaggle/input/UBC-OCEAN/train_images/56947.png\n/kaggle/input/UBC-OCEAN/train_images/12159.png\n/kaggle/input/UBC-OCEAN/train_images/38019.png\n/kaggle/input/UBC-OCEAN/train_images/36583.png\n/kaggle/input/UBC-OCEAN/train_images/52784.png\n/kaggle/input/UBC-OCEAN/train_images/30508.png\n/kaggle/input/UBC-OCEAN/train_images/55876.png\n/kaggle/input/UBC-OCEAN/train_images/25792.png\n/kaggle/input/UBC-OCEAN/train_images/34277.png\n/kaggle/input/UBC-OCEAN/train_images/17291.png\n/kaggle/input/UBC-OCEAN/train_images/56799.png\n/kaggle/input/UBC-OCEAN/train_images/26190.png\n/kaggle/input/UBC-OCEAN/train_images/1666.png\n/kaggle/input/UBC-OCEAN/train_images/26862.png\n/kaggle/input/UBC-OCEAN/train_images/44581.png\n/kaggle/input/UBC-OCEAN/train_images/27851.png\n/kaggle/input/UBC-OCEAN/train_images/21432.png\n/kaggle/input/UBC-OCEAN/train_images/3092.png\n/kaggle/input/UBC-OCEAN/train_images/28562.png\n/kaggle/input/UBC-OCEAN/train_images/46543.png\n/kaggle/input/UBC-OCEAN/train_images/38041.png\n/kaggle/input/UBC-OCEAN/train_images/39990.png\n/kaggle/input/UBC-OCEAN/train_images/5307.png\n/kaggle/input/UBC-OCEAN/train_images/26124.png\n/kaggle/input/UBC-OCEAN/train_images/56221.png\n/kaggle/input/UBC-OCEAN/train_images/16986.png\n/kaggle/input/UBC-OCEAN/train_images/17174.png\n/kaggle/input/UBC-OCEAN/train_images/16494.png\n/kaggle/input/UBC-OCEAN/train_images/50304.png\n/kaggle/input/UBC-OCEAN/train_images/46172.png\n/kaggle/input/UBC-OCEAN/train_images/59760.png\n/kaggle/input/UBC-OCEAN/train_images/46793.png\n/kaggle/input/UBC-OCEAN/train_images/39269.png\n/kaggle/input/UBC-OCEAN/train_images/42125.png\n/kaggle/input/UBC-OCEAN/train_images/29240.png\n/kaggle/input/UBC-OCEAN/train_images/706.png\n/kaggle/input/UBC-OCEAN/train_images/60287.png\n/kaggle/input/UBC-OCEAN/train_images/51215.png\n/kaggle/input/UBC-OCEAN/train_images/54007.png\n/kaggle/input/UBC-OCEAN/train_images/20312.png\n/kaggle/input/UBC-OCEAN/train_images/6281.png\n/kaggle/input/UBC-OCEAN/train_images/15671.png\n/kaggle/input/UBC-OCEAN/train_images/15486.png\n/kaggle/input/UBC-OCEAN/train_images/4797.png\n/kaggle/input/UBC-OCEAN/train_images/64824.png\n/kaggle/input/UBC-OCEAN/train_images/38048.png\n/kaggle/input/UBC-OCEAN/train_images/52836.png\n/kaggle/input/UBC-OCEAN/train_images/50246.png\n/kaggle/input/UBC-OCEAN/train_images/48973.png\n/kaggle/input/UBC-OCEAN/train_images/18813.png\n/kaggle/input/UBC-OCEAN/train_images/6898.png\n/kaggle/input/UBC-OCEAN/train_images/39466.png\n/kaggle/input/UBC-OCEAN/train_images/30868.png\n/kaggle/input/UBC-OCEAN/train_images/6449.png\n/kaggle/input/UBC-OCEAN/train_images/37190.png\n/kaggle/input/UBC-OCEAN/train_images/55279.png\n/kaggle/input/UBC-OCEAN/train_images/14542.png\n/kaggle/input/UBC-OCEAN/train_images/26219.png\n/kaggle/input/UBC-OCEAN/train_images/30738.png\n/kaggle/input/UBC-OCEAN/train_images/59031.png\n/kaggle/input/UBC-OCEAN/train_images/39365.png\n/kaggle/input/UBC-OCEAN/train_images/11263.png\n/kaggle/input/UBC-OCEAN/train_images/5015.png\n/kaggle/input/UBC-OCEAN/train_images/26025.png\n/kaggle/input/UBC-OCEAN/train_images/57265.png\n/kaggle/input/UBC-OCEAN/train_images/51499.png\n/kaggle/input/UBC-OCEAN/train_images/50932.png\n/kaggle/input/UBC-OCEAN/train_images/15231.png\n/kaggle/input/UBC-OCEAN/train_images/3055.png\n/kaggle/input/UBC-OCEAN/train_images/3191.png\n/kaggle/input/UBC-OCEAN/train_images/38585.png\n/kaggle/input/UBC-OCEAN/train_images/46815.png\n/kaggle/input/UBC-OCEAN/train_images/5970.png\n/kaggle/input/UBC-OCEAN/train_images/54949.png\n/kaggle/input/UBC-OCEAN/train_images/43280.png\n/kaggle/input/UBC-OCEAN/train_images/3511.png\n/kaggle/input/UBC-OCEAN/train_images/60988.png\n/kaggle/input/UBC-OCEAN/train_images/38959.png\n/kaggle/input/UBC-OCEAN/train_images/35197.png\n/kaggle/input/UBC-OCEAN/train_images/38687.png\n/kaggle/input/UBC-OCEAN/train_images/16876.png\n/kaggle/input/UBC-OCEAN/train_images/38479.png\n/kaggle/input/UBC-OCEAN/train_images/56861.png\n/kaggle/input/UBC-OCEAN/train_images/45254.png\n/kaggle/input/UBC-OCEAN/train_images/53402.png\n/kaggle/input/UBC-OCEAN/train_images/16209.png\n/kaggle/input/UBC-OCEAN/train_images/50048.png\n/kaggle/input/UBC-OCEAN/train_images/36783.png\n/kaggle/input/UBC-OCEAN/train_images/8713.png\n/kaggle/input/UBC-OCEAN/train_images/31297.png\n/kaggle/input/UBC-OCEAN/train_images/18607.png\n/kaggle/input/UBC-OCEAN/train_images/14401.png\n/kaggle/input/UBC-OCEAN/train_images/53900.png\n/kaggle/input/UBC-OCEAN/train_images/15583.png\n/kaggle/input/UBC-OCEAN/train_images/52752.png\n/kaggle/input/UBC-OCEAN/train_images/6140.png\n/kaggle/input/UBC-OCEAN/train_images/15871.png\n/kaggle/input/UBC-OCEAN/train_images/26533.png\n/kaggle/input/UBC-OCEAN/train_images/17854.png\n/kaggle/input/UBC-OCEAN/train_images/45578.png\n/kaggle/input/UBC-OCEAN/train_images/66.png\n/kaggle/input/UBC-OCEAN/train_images/26950.png\n/kaggle/input/UBC-OCEAN/train_images/44976.png\n/kaggle/input/UBC-OCEAN/train_images/15209.png\n/kaggle/input/UBC-OCEAN/train_images/59900.png\n/kaggle/input/UBC-OCEAN/train_images/19255.png\n/kaggle/input/UBC-OCEAN/train_images/49587.png\n/kaggle/input/UBC-OCEAN/train_images/38097.png\n/kaggle/input/UBC-OCEAN/train_images/43998.png\n/kaggle/input/UBC-OCEAN/train_images/9154.png\n/kaggle/input/UBC-OCEAN/train_images/9341.png\n/kaggle/input/UBC-OCEAN/train_images/52438.png\n/kaggle/input/UBC-OCEAN/train_images/4211.png\n/kaggle/input/UBC-OCEAN/train_images/39172.png\n/kaggle/input/UBC-OCEAN/train_images/47431.png\n/kaggle/input/UBC-OCEAN/train_images/29200.png\n/kaggle/input/UBC-OCEAN/train_images/40124.png\n/kaggle/input/UBC-OCEAN/train_images/54473.png\n/kaggle/input/UBC-OCEAN/train_images/6558.png\n/kaggle/input/UBC-OCEAN/train_images/23796.png\n/kaggle/input/UBC-OCEAN/train_images/4134.png\n/kaggle/input/UBC-OCEAN/train_images/63367.png\n/kaggle/input/UBC-OCEAN/train_images/60936.png\n/kaggle/input/UBC-OCEAN/train_images/9183.png\n/kaggle/input/UBC-OCEAN/train_images/14051.png\n/kaggle/input/UBC-OCEAN/train_images/59589.png\n/kaggle/input/UBC-OCEAN/train_images/5264.png\n/kaggle/input/UBC-OCEAN/train_images/36499.png\n/kaggle/input/UBC-OCEAN/train_images/22740.png\n/kaggle/input/UBC-OCEAN/train_images/34688.png\n/kaggle/input/UBC-OCEAN/train_images/37307.png\n/kaggle/input/UBC-OCEAN/train_images/21445.png\n/kaggle/input/UBC-OCEAN/train_images/1020.png\n/kaggle/input/UBC-OCEAN/train_images/42549.png\n/kaggle/input/UBC-OCEAN/train_images/18014.png\n/kaggle/input/UBC-OCEAN/train_images/9200.png\n/kaggle/input/UBC-OCEAN/train_images/58974.png\n/kaggle/input/UBC-OCEAN/train_images/31793.png\n/kaggle/input/UBC-OCEAN/train_images/50712.png\n/kaggle/input/UBC-OCEAN/train_images/38669.png\n/kaggle/input/UBC-OCEAN/train_images/36513.png\n/kaggle/input/UBC-OCEAN/train_images/35592.png\n/kaggle/input/UBC-OCEAN/train_images/7482.png\n/kaggle/input/UBC-OCEAN/train_images/17738.png\n/kaggle/input/UBC-OCEAN/train_images/30792.png\n/kaggle/input/UBC-OCEAN/train_images/56500.png\n/kaggle/input/UBC-OCEAN/train_images/3264.png\n/kaggle/input/UBC-OCEAN/train_images/10800.png\n/kaggle/input/UBC-OCEAN/train_images/6843.png\n/kaggle/input/UBC-OCEAN/train_images/39297.png\n/kaggle/input/UBC-OCEAN/train_images/2666.png\n/kaggle/input/UBC-OCEAN/train_images/39728.png\n/kaggle/input/UBC-OCEAN/train_images/30986.png\n/kaggle/input/UBC-OCEAN/train_images/14312.png\n/kaggle/input/UBC-OCEAN/train_images/47960.png\n/kaggle/input/UBC-OCEAN/train_images/5456.png\n/kaggle/input/UBC-OCEAN/train_images/40864.png\n/kaggle/input/UBC-OCEAN/train_images/8213.png\n/kaggle/input/UBC-OCEAN/train_images/64771.png\n/kaggle/input/UBC-OCEAN/train_images/59515.png\n/kaggle/input/UBC-OCEAN/train_images/54825.png\n/kaggle/input/UBC-OCEAN/train_images/31594.png\n/kaggle/input/UBC-OCEAN/train_images/39252.png\n/kaggle/input/UBC-OCEAN/train_images/38849.png\n/kaggle/input/UBC-OCEAN/train_images/39880.png\n/kaggle/input/UBC-OCEAN/train_images/27245.png\n/kaggle/input/UBC-OCEAN/train_images/53377.png\n/kaggle/input/UBC-OCEAN/train_images/47035.png\n/kaggle/input/UBC-OCEAN/train_images/13387.png\n/kaggle/input/UBC-OCEAN/train_images/28066.png\n/kaggle/input/UBC-OCEAN/train_images/11431.png\n/kaggle/input/UBC-OCEAN/train_images/17637.png\n/kaggle/input/UBC-OCEAN/train_images/38366.png\n/kaggle/input/UBC-OCEAN/train_images/63165.png\n/kaggle/input/UBC-OCEAN/train_images/1660.png\n/kaggle/input/UBC-OCEAN/train_images/35953.png\n/kaggle/input/UBC-OCEAN/train_images/33708.png\n/kaggle/input/UBC-OCEAN/train_images/30712.png\n/kaggle/input/UBC-OCEAN/train_images/9509.png\n/kaggle/input/UBC-OCEAN/train_images/53655.png\n/kaggle/input/UBC-OCEAN/train_images/10469.png\n/kaggle/input/UBC-OCEAN/train_images/57598.png\n/kaggle/input/UBC-OCEAN/train_images/15470.png\n/kaggle/input/UBC-OCEAN/train_images/8985.png\n/kaggle/input/UBC-OCEAN/train_images/46435.png\n/kaggle/input/UBC-OCEAN/train_images/5851.png\n/kaggle/input/UBC-OCEAN/train_images/40079.png\n/kaggle/input/UBC-OCEAN/train_images/20316.png\n/kaggle/input/UBC-OCEAN/train_images/28121.png\n/kaggle/input/UBC-OCEAN/train_images/5251.png\n/kaggle/input/UBC-OCEAN/train_images/29615.png\n/kaggle/input/UBC-OCEAN/train_images/19157.png\n/kaggle/input/UBC-OCEAN/train_images/32032.png\n/kaggle/input/UBC-OCEAN/train_images/5992.png\n/kaggle/input/UBC-OCEAN/train_images/21232.png\n/kaggle/input/UBC-OCEAN/train_images/62641.png\n/kaggle/input/UBC-OCEAN/train_images/43432.png\n/kaggle/input/UBC-OCEAN/train_images/22155.png\n/kaggle/input/UBC-OCEAN/train_images/12442.png\n/kaggle/input/UBC-OCEAN/train_images/11559.png\n/kaggle/input/UBC-OCEAN/train_images/61493.png\n/kaggle/input/UBC-OCEAN/train_images/61320.png\n/kaggle/input/UBC-OCEAN/train_images/3997.png\n/kaggle/input/UBC-OCEAN/train_images/16042.png\n/kaggle/input/UBC-OCEAN/train_images/15188.png\n/kaggle/input/UBC-OCEAN/train_images/43796.png\n/kaggle/input/UBC-OCEAN/train_images/57711.png\n/kaggle/input/UBC-OCEAN/train_images/48861.png\n/kaggle/input/UBC-OCEAN/train_images/16064.png\n/kaggle/input/UBC-OCEAN/train_images/34720.png\n/kaggle/input/UBC-OCEAN/train_images/36639.png\n/kaggle/input/UBC-OCEAN/train_images/8280.png\n/kaggle/input/UBC-OCEAN/train_images/54990.png\n/kaggle/input/UBC-OCEAN/train_images/28519.png\n/kaggle/input/UBC-OCEAN/train_images/51832.png\n/kaggle/input/UBC-OCEAN/train_images/3881.png\n/kaggle/input/UBC-OCEAN/train_images/2906.png\n/kaggle/input/UBC-OCEAN/train_images/30794.png\n/kaggle/input/UBC-OCEAN/train_images/50589.png\n/kaggle/input/UBC-OCEAN/train_images/63121.png\n/kaggle/input/UBC-OCEAN/train_images/6582.png\n/kaggle/input/UBC-OCEAN/train_images/10252.png\n/kaggle/input/UBC-OCEAN/train_images/38118.png\n/kaggle/input/UBC-OCEAN/train_images/38647.png\n/kaggle/input/UBC-OCEAN/train_images/53688.png\n/kaggle/input/UBC-OCEAN/train_images/24991.png\n/kaggle/input/UBC-OCEAN/train_images/65371.png\n/kaggle/input/UBC-OCEAN/train_images/28603.png\n/kaggle/input/UBC-OCEAN/train_images/34247.png\n/kaggle/input/UBC-OCEAN/train_images/3672.png\n/kaggle/input/UBC-OCEAN/train_images/29904.png\n/kaggle/input/UBC-OCEAN/train_images/12222.png\n/kaggle/input/UBC-OCEAN/train_images/6793.png\n/kaggle/input/UBC-OCEAN/train_images/32432.png\n/kaggle/input/UBC-OCEAN/train_images/29331.png\n/kaggle/input/UBC-OCEAN/train_images/24023.png\n/kaggle/input/UBC-OCEAN/train_images/18810.png\n/kaggle/input/UBC-OCEAN/train_images/50878.png\n/kaggle/input/UBC-OCEAN/train_images/56351.png\n/kaggle/input/UBC-OCEAN/train_images/62476.png\n/kaggle/input/UBC-OCEAN/train_images/39872.png\n/kaggle/input/UBC-OCEAN/train_images/14039.png\n/kaggle/input/UBC-OCEAN/train_images/52846.png\n/kaggle/input/UBC-OCEAN/train_images/44283.png\n/kaggle/input/UBC-OCEAN/train_images/61961.png\n/kaggle/input/UBC-OCEAN/train_images/31300.png\n/kaggle/input/UBC-OCEAN/train_images/41586.png\n/kaggle/input/UBC-OCEAN/train_images/14617.png\n/kaggle/input/UBC-OCEAN/train_images/54928.png\n/kaggle/input/UBC-OCEAN/train_images/35792.png\n/kaggle/input/UBC-OCEAN/train_images/13987.png\n/kaggle/input/UBC-OCEAN/train_images/21020.png\n/kaggle/input/UBC-OCEAN/train_images/44530.png\n/kaggle/input/UBC-OCEAN/train_images/35998.png\n/kaggle/input/UBC-OCEAN/train_images/25256.png\n/kaggle/input/UBC-OCEAN/train_images/51032.png\n/kaggle/input/UBC-OCEAN/train_images/10246.png\n/kaggle/input/UBC-OCEAN/train_images/61797.png\n/kaggle/input/UBC-OCEAN/train_images/29915.png\n/kaggle/input/UBC-OCEAN/train_images/52259.png\n/kaggle/input/UBC-OCEAN/train_images/35565.png\n/kaggle/input/UBC-OCEAN/train_images/12522.png\n/kaggle/input/UBC-OCEAN/train_images/22924.png\n/kaggle/input/UBC-OCEAN/train_images/47984.png\n/kaggle/input/UBC-OCEAN/train_images/8130.png\n/kaggle/input/UBC-OCEAN/train_images/1774.png\n/kaggle/input/UBC-OCEAN/train_images/47911.png\n/kaggle/input/UBC-OCEAN/train_images/61089.png\n/kaggle/input/UBC-OCEAN/train_images/56875.png\n/kaggle/input/UBC-OCEAN/train_images/28393.png\n/kaggle/input/UBC-OCEAN/train_images/48506.png\n/kaggle/input/UBC-OCEAN/train_images/42296.png\n/kaggle/input/UBC-OCEAN/train_images/7329.png\n/kaggle/input/UBC-OCEAN/train_images/43671.png\n/kaggle/input/UBC-OCEAN/train_images/61033.png\n/kaggle/input/UBC-OCEAN/train_images/60928.png\n/kaggle/input/UBC-OCEAN/train_images/25561.png\n/kaggle/input/UBC-OCEAN/train_images/35239.png\n/kaggle/input/UBC-OCEAN/train_images/57162.png\n/kaggle/input/UBC-OCEAN/train_images/19569.png\n/kaggle/input/UBC-OCEAN/train_images/6175.png\n/kaggle/input/UBC-OCEAN/train_images/39258.png\n/kaggle/input/UBC-OCEAN/train_images/65533.png\n/kaggle/input/UBC-OCEAN/train_images/55281.png\n/kaggle/input/UBC-OCEAN/train_images/42857.png\n/kaggle/input/UBC-OCEAN/train_images/65022.png\n/kaggle/input/UBC-OCEAN/train_images/21929.png\n/kaggle/input/UBC-OCEAN/train_images/25331.png\n/kaggle/input/UBC-OCEAN/train_images/31383.png\n/kaggle/input/UBC-OCEAN/train_images/44700.png\n/kaggle/input/UBC-OCEAN/train_images/22489.png\n/kaggle/input/UBC-OCEAN/train_images/3084.png\n/kaggle/input/UBC-OCEAN/train_images/1943.png\n/kaggle/input/UBC-OCEAN/train_images/32636.png\n/kaggle/input/UBC-OCEAN/train_images/32192.png\n/kaggle/input/UBC-OCEAN/train_images/33839.png\n/kaggle/input/UBC-OCEAN/train_images/43390.png\n/kaggle/input/UBC-OCEAN/train_images/40888.png\n/kaggle/input/UBC-OCEAN/train_images/35909.png\n/kaggle/input/UBC-OCEAN/train_images/31333.png\n/kaggle/input/UBC-OCEAN/train_images/5852.png\n/kaggle/input/UBC-OCEAN/train_images/5114.png\n/kaggle/input/UBC-OCEAN/train_images/91.png\n/kaggle/input/UBC-OCEAN/train_images/15139.png\n/kaggle/input/UBC-OCEAN/train_images/37385.png\n/kaggle/input/UBC-OCEAN/train_images/21260.png\n/kaggle/input/UBC-OCEAN/train_images/22654.png\n/kaggle/input/UBC-OCEAN/train_images/36008.png\n/kaggle/input/UBC-OCEAN/train_images/4827.png\n/kaggle/input/UBC-OCEAN/train_images/17067.png\n/kaggle/input/UBC-OCEAN/train_images/286.png\n/kaggle/input/UBC-OCEAN/train_images/58895.png\n/kaggle/input/UBC-OCEAN/train_images/64188.png\n/kaggle/input/UBC-OCEAN/train_images/59383.png\n/kaggle/input/UBC-OCEAN/train_images/54506.png\n/kaggle/input/UBC-OCEAN/train_images/34845.png\n/kaggle/input/UBC-OCEAN/train_images/42260.png\n/kaggle/input/UBC-OCEAN/train_images/52612.png\n/kaggle/input/UBC-OCEAN/train_images/1101.png\n/kaggle/input/UBC-OCEAN/train_images/13364.png\n/kaggle/input/UBC-OCEAN/train_images/46688.png\n/kaggle/input/UBC-OCEAN/train_images/1080.png\n/kaggle/input/UBC-OCEAN/train_images/47105.png\n/kaggle/input/UBC-OCEAN/train_images/27315.png\n/kaggle/input/UBC-OCEAN/train_images/39893.png\n/kaggle/input/UBC-OCEAN/train_images/28821.png\n/kaggle/input/UBC-OCEAN/train_images/22221.png\n/kaggle/input/UBC-OCEAN/train_images/30272.png\n/kaggle/input/UBC-OCEAN/train_images/20670.png\n/kaggle/input/UBC-OCEAN/train_images/39144.png\n/kaggle/input/UBC-OCEAN/train_images/32596.png\n/kaggle/input/UBC-OCEAN/train_images/12902.png\n/kaggle/input/UBC-OCEAN/train_images/29084.png\n/kaggle/input/UBC-OCEAN/train_images/34690.png\n/kaggle/input/UBC-OCEAN/train_images/9658.png\n/kaggle/input/UBC-OCEAN/train_images/2391.png\n/kaggle/input/UBC-OCEAN/train_images/20882.png\n/kaggle/input/UBC-OCEAN/train_images/14532.png\n/kaggle/input/UBC-OCEAN/train_images/20329.png\n/kaggle/input/UBC-OCEAN/train_images/37367.png\n/kaggle/input/UBC-OCEAN/train_images/6951.png\n/kaggle/input/UBC-OCEAN/train_images/49872.png\n/kaggle/input/UBC-OCEAN/train_images/45990.png\n/kaggle/input/UBC-OCEAN/train_images/31473.png\n/kaggle/input/UBC-OCEAN/train_images/34822.png\n/kaggle/input/UBC-OCEAN/train_images/15293.png\n/kaggle/input/UBC-OCEAN/train_images/10642.png\n/kaggle/input/UBC-OCEAN/train_images/49995.png\n/kaggle/input/UBC-OCEAN/train_images/54590.png\n/kaggle/input/UBC-OCEAN/train_images/22425.png\n/kaggle/input/UBC-OCEAN/train_images/52308.png\n/kaggle/input/UBC-OCEAN/train_images/30539.png\n/kaggle/input/UBC-OCEAN/train_images/20205.png\n/kaggle/input/UBC-OCEAN/train_images/9697.png\n/kaggle/input/UBC-OCEAN/train_images/46736.png\n/kaggle/input/UBC-OCEAN/train_images/41368.png\n/kaggle/input/UBC-OCEAN/train_images/25923.png\n/kaggle/input/UBC-OCEAN/train_images/65094.png\n/kaggle/input/UBC-OCEAN/train_images/17365.png\n/kaggle/input/UBC-OCEAN/train_images/44962.png\n/kaggle/input/UBC-OCEAN/train_images/38349.png\n/kaggle/input/UBC-OCEAN/train_images/35652.png\n/kaggle/input/UBC-OCEAN/train_images/27950.png\n/kaggle/input/UBC-OCEAN/train_images/51893.png\n/kaggle/input/UBC-OCEAN/train_images/41099.png\n/kaggle/input/UBC-OCEAN/train_images/43815.png\n/kaggle/input/UBC-OCEAN/train_images/25604.png\n/kaggle/input/UBC-OCEAN/train_images/28922.png\n/kaggle/input/UBC-OCEAN/train_images/40639.png\n/kaggle/input/UBC-OCEAN/train_images/47020.png\n/kaggle/input/UBC-OCEAN/train_images/53098.png\n/kaggle/input/UBC-OCEAN/train_images/1252.png\n/kaggle/input/UBC-OCEAN/train_images/61852.png\n/kaggle/input/UBC-OCEAN/train_images/58947.png\n/kaggle/input/UBC-OCEAN/train_images/2227.png\n/kaggle/input/UBC-OCEAN/train_images/46444.png\n/kaggle/input/UBC-OCEAN/train_images/25928.png\n/kaggle/input/UBC-OCEAN/train_images/23523.png\n/kaggle/input/UBC-OCEAN/train_images/13568.png\n/kaggle/input/UBC-OCEAN/train_images/44232.png\n/kaggle/input/UBC-OCEAN/train_images/41361.png\n/kaggle/input/UBC-OCEAN/train_images/52108.png\n/kaggle/input/UBC-OCEAN/train_images/5265.png\n/kaggle/input/UBC-OCEAN/train_images/46139.png\n/kaggle/input/UBC-OCEAN/train_images/18896.png\n/kaggle/input/UBC-OCEAN/train_images/4963.png\n/kaggle/input/UBC-OCEAN/train_images/18547.png\n/kaggle/input/UBC-OCEAN/train_images/64629.png\n/kaggle/input/UBC-OCEAN/train_images/47837.png\n/kaggle/input/UBC-OCEAN/train_images/18196.png\n/kaggle/input/UBC-OCEAN/train_images/40129.png\n/kaggle/input/UBC-OCEAN/train_images/43875.png\n/kaggle/input/UBC-OCEAN/train_images/26939.png\n/kaggle/input/UBC-OCEAN/train_images/48550.png\n/kaggle/input/UBC-OCEAN/train_images/39255.png\n/kaggle/input/UBC-OCEAN/train_images/45104.png\n/kaggle/input/UBC-OCEAN/train_images/55287.png\n/kaggle/input/UBC-OCEAN/train_images/34508.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/52275_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/47960_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/4_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/57468_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/20316_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/27315_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/46793_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/43815_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/25792_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/48502_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/55281_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/56221_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/29147_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/43875_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/33708_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/57265_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/15912_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/60287_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/6140_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/27245_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/3881_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/52438_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/11559_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/36063_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/14039_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/38019_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/56500_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/17487_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/46172_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/18547_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/9183_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/28562_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/54990_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/46736_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/59515_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/9254_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/20329_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/38849_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/39255_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/4827_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/38647_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/34247_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/706_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/35792_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/20463_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/52375_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/21232_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/20205_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/53377_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/15470_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/20312_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/48861_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/18568_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/12244_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/52784_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/9658_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/52461_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/64771_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/38048_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/9509_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/59760_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/52752_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/13526_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/45254_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/47020_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/43671_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/40079_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/44962_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/44976_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/15188_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/62828_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/1666_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/26939_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/13387_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/3672_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/61033_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/18138_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/1943_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/39144_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/5114_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/61493_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/11557_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/24617_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/5251_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/8985_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/6363_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/38687_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/59002_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/58947_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/10642_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/52612_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/28393_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/31300_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/52846_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/19030_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/40639_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/29615_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/14312_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/58895_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/39146_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/10143_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/50048_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/44283_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/281_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/39269_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/8213_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/34649_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/30515_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/30738_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/35197_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/2391_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/7955_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/65533_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/61823_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/31793_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/22924_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/6951_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/36678_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/63897_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/17174_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/29240_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/35239_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/10246_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/21432_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/35953_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/63367_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/10077_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/49587_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/34688_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/6175_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/53402_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/52259_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/57711_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/66_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/48973_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/14401_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/54825_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/41801_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/7490_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/1080_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/14127_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/47431_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/5456_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/45185_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/51832_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/32032_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/1925_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/4963_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/16042_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/34508_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/32432_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/28922_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/22155_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/47911_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/10548_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/55279_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/14617_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/24759_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/28028_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/32596_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/44700_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/36639_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/38118_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/1020_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/28821_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/60988_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/38585_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/17416_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/61689_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/54473_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/63165_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/38669_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/26644_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/48506_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/64629_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/38366_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/29904_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/8279_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/63015_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/60685_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/53688_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/30868_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/61320_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/38535_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/35754_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/39880_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/28121_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/5264_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/6582_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/9154_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/28066_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/22290_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/30986_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/3997_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/20882_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/33984_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/25923_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/50712_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/32042_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/49995_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/31333_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/36204_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/1252_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/32035_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/61852_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/26950_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/52931_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/55876_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/26025_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/47837_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/25256_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/40503_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/38018_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/17738_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/18196_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/57598_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/54007_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/50962_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/16325_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/36513_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/10800_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/30792_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/5307_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/64950_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/54949_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/2706_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/46543_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/24563_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/54408_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/42125_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/21910_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/56799_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/3098_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/40124_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/1101_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/11431_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/15871_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/17291_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/18981_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/21303_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/8713_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/28519_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/62476_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/38901_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/53900_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/24991_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/18914_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/65300_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/51215_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/40888_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/23796_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/14424_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/30203_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/64111_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/9341_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/56875_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/9697_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/49281_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/34720_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/13987_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/38479_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/61280_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/47984_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/44232_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/41361_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/14532_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/12522_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/44581_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/39728_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/286_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/39252_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/64188_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/63289_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/54506_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/8805_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/42260_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/44804_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/32192_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/39893_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/3092_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/43390_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/39872_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/3264_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/10896_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/45104_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/61424_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/21445_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/63429_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/17365_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/6898_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/39172_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/7204_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/15583_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/5992_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/15671_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/5851_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/56993_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/63121_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/4211_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/22425_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/31383_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/60058_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/6449_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/46469_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/28603_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/16876_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/15293_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/15231_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/51499_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/46139_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/61089_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/45630_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/6558_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/34845_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/27249_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/23629_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/46815_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/22740_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/44530_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/4608_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/31297_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/16209_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/43796_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/54590_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/32112_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/62641_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/57100_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/8531_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/27950_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/21929_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/39466_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/52108_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/2097_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/3084_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/26533_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/25928_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/1295_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/43998_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/39208_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/37655_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/10469_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/29888_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/26862_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/45578_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/30712_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/30508_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/18810_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/46769_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/5015_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/34277_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/15742_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/51032_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/59383_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/45990_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/46435_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/42296_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/3511_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/2906_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/16064_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/2666_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/37307_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/12902_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/15139_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/10252_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/49942_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/3191_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/16494_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/30272_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/27747_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/51893_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/22654_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/1774_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/46688_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/56351_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/1952_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/25604_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/3222_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/15209_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/12222_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/36008_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/7482_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/25331_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/29200_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/63298_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/18896_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/34690_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/39258_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/59589_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/26603_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/37190_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/44432_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/970_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/51679_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/21373_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/35909_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/60928_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/431_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/63941_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/56843_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/26190_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/47105_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/40129_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/17854_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/6359_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/39425_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/46444_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/37367_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/39990_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/7329_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/35652_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/15221_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/11417_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/24023_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/5265_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/50304_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/53098_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/38041_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/18813_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/8130_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/12159_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/8240_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/5970_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/43280_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/50589_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/41099_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/54928_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/52308_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/1660_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/59900_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/56861_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/51346_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/13364_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/50878_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/48550_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/1289_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/5852_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/38097_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/17067_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/21260_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/16986_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/2227_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/45725_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/29915_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/65022_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/22221_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/60936_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/43432_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/51021_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/30794_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/39365_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/4877_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/65094_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/49872_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/57162_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/11263_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/56117_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/39297_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/19157_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/38959_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/14542_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/19255_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/35592_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/32636_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/64824_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/56947_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/20670_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/27739_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/26124_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/33976_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/58974_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/30369_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/26219_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/52836_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/19569_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/6281_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/31033_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/18014_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/55287_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/36499_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/22489_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/27851_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/52420_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/18607_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/6843_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/15486_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/28736_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/63836_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/53059_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/19512_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/29331_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/30539_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/33839_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/50246_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/53859_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/65371_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/51128_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/3055_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/6793_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/34822_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/61961_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/23523_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/4797_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/35998_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/25561_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/42549_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/31473_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/24507_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/20858_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/38349_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/61100_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/14051_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/59031_thumbnail.png\n/kaggle/input/UBC-OCEAN/train_thumbnails/12442_thumbnail.png\n/kaggle/input/UBC-OCEAN/test_images/41.png\n/kaggle/input/ubc-ovarian-cancer-competition-supplemental-masks/39146.png\n/kaggle/input/ubc-ovarian-cancer-competition-supplemental-masks/19030.png\n/kaggle/input/ubc-ovarian-cancer-competition-supplemental-masks/49281.png\n/kaggle/input/ubc-ovarian-cancer-competition-supplemental-masks/45185.png\n/kaggle/input/ubc-ovarian-cancer-competition-supplemental-masks/10896.png\n/kaggle/input/ubc-ovarian-cancer-competition-supplemental-masks/63941.png\n/kaggle/input/ubc-ovarian-cancer-competition-supplemental-masks/18138.png\n/kaggle/input/ubc-ovarian-cancer-competition-supplemental-masks/37655.png\n/kaggle/input/ubc-ovarian-cancer-competition-supplemental-masks/61823.png\n/kaggle/input/ubc-ovarian-cancer-competition-supplemental-masks/24617.png\n/kaggle/input/ubc-ovarian-cancer-competition-supplemental-masks/1952.png\n/kaggle/input/ubc-ovarian-cancer-competition-supplemental-masks/33976.png\n/kaggle/input/ubc-ovarian-cancer-competition-supplemental-masks/18568.png\n/kaggle/input/ubc-ovarian-cancer-competition-supplemental-masks/24759.png\n/kaggle/input/ubc-ovarian-cancer-competition-supplemental-masks/11557.png\n/kaggle/input/ubc-ovarian-cancer-competition-supplemental-masks/45630.png\n/kaggle/input/ubc-ovarian-cancer-competition-supplemental-masks/36063.png\n/kaggle/input/ubc-ovarian-cancer-competition-supplemental-masks/35754.png\n/kaggle/input/ubc-ovarian-cancer-competition-supplemental-masks/39425.png\n/kaggle/input/ubc-ovarian-cancer-competition-supplemental-masks/52420.png\n/kaggle/input/ubc-ovarian-cancer-competition-supplemental-masks/14424.png\n/kaggle/input/ubc-ovarian-cancer-competition-supplemental-masks/61424.png\n/kaggle/input/ubc-ovarian-cancer-competition-supplemental-masks/8279.png\n/kaggle/input/ubc-ovarian-cancer-competition-supplemental-masks/16325.png\n/kaggle/input/ubc-ovarian-cancer-competition-supplemental-masks/48502.png\n/kaggle/input/ubc-ovarian-cancer-competition-supplemental-masks/51346.png\n/kaggle/input/ubc-ovarian-cancer-competition-supplemental-masks/38901.png\n/kaggle/input/ubc-ovarian-cancer-competition-supplemental-masks/36678.png\n/kaggle/input/ubc-ovarian-cancer-competition-supplemental-masks/1925.png\n/kaggle/input/ubc-ovarian-cancer-competition-supplemental-masks/31033.png\n/kaggle/input/ubc-ovarian-cancer-competition-supplemental-masks/8531.png\n/kaggle/input/ubc-ovarian-cancer-competition-supplemental-masks/21910.png\n/kaggle/input/ubc-ovarian-cancer-competition-supplemental-masks/10143.png\n/kaggle/input/ubc-ovarian-cancer-competition-supplemental-masks/56947.png\n/kaggle/input/ubc-ovarian-cancer-competition-supplemental-masks/38019.png\n/kaggle/input/ubc-ovarian-cancer-competition-supplemental-masks/34277.png\n/kaggle/input/ubc-ovarian-cancer-competition-supplemental-masks/17291.png\n/kaggle/input/ubc-ovarian-cancer-competition-supplemental-masks/21432.png\n/kaggle/input/ubc-ovarian-cancer-competition-supplemental-masks/28562.png\n/kaggle/input/ubc-ovarian-cancer-competition-supplemental-masks/56221.png\n/kaggle/input/ubc-ovarian-cancer-competition-supplemental-masks/16986.png\n/kaggle/input/ubc-ovarian-cancer-competition-supplemental-masks/17174.png\n/kaggle/input/ubc-ovarian-cancer-competition-supplemental-masks/50304.png\n/kaggle/input/ubc-ovarian-cancer-competition-supplemental-masks/59760.png\n/kaggle/input/ubc-ovarian-cancer-competition-supplemental-masks/6281.png\n/kaggle/input/ubc-ovarian-cancer-competition-supplemental-masks/15671.png\n/kaggle/input/ubc-ovarian-cancer-competition-supplemental-masks/15486.png\n/kaggle/input/ubc-ovarian-cancer-competition-supplemental-masks/4797.png\n/kaggle/input/ubc-ovarian-cancer-competition-supplemental-masks/38048.png\n/kaggle/input/ubc-ovarian-cancer-competition-supplemental-masks/6898.png\n/kaggle/input/ubc-ovarian-cancer-competition-supplemental-masks/39466.png\n/kaggle/input/ubc-ovarian-cancer-competition-supplemental-masks/37190.png\n/kaggle/input/ubc-ovarian-cancer-competition-supplemental-masks/14542.png\n/kaggle/input/ubc-ovarian-cancer-competition-supplemental-masks/26219.png\n/kaggle/input/ubc-ovarian-cancer-competition-supplemental-masks/30738.png\n/kaggle/input/ubc-ovarian-cancer-competition-supplemental-masks/11263.png\n/kaggle/input/ubc-ovarian-cancer-competition-supplemental-masks/46815.png\n/kaggle/input/ubc-ovarian-cancer-competition-supplemental-masks/54949.png\n/kaggle/input/ubc-ovarian-cancer-competition-supplemental-masks/16876.png\n/kaggle/input/ubc-ovarian-cancer-competition-supplemental-masks/56861.png\n/kaggle/input/ubc-ovarian-cancer-competition-supplemental-masks/50048.png\n/kaggle/input/ubc-ovarian-cancer-competition-supplemental-masks/18607.png\n/kaggle/input/ubc-ovarian-cancer-competition-supplemental-masks/14401.png\n/kaggle/input/ubc-ovarian-cancer-competition-supplemental-masks/26533.png\n/kaggle/input/ubc-ovarian-cancer-competition-supplemental-masks/17854.png\n/kaggle/input/ubc-ovarian-cancer-competition-supplemental-masks/66.png\n/kaggle/input/ubc-ovarian-cancer-competition-supplemental-masks/26950.png\n/kaggle/input/ubc-ovarian-cancer-competition-supplemental-masks/15209.png\n/kaggle/input/ubc-ovarian-cancer-competition-supplemental-masks/19255.png\n/kaggle/input/ubc-ovarian-cancer-competition-supplemental-masks/4211.png\n/kaggle/input/ubc-ovarian-cancer-competition-supplemental-masks/39172.png\n/kaggle/input/ubc-ovarian-cancer-competition-supplemental-masks/29200.png\n/kaggle/input/ubc-ovarian-cancer-competition-supplemental-masks/6558.png\n/kaggle/input/ubc-ovarian-cancer-competition-supplemental-masks/9183.png\n/kaggle/input/ubc-ovarian-cancer-competition-supplemental-masks/36499.png\n/kaggle/input/ubc-ovarian-cancer-competition-supplemental-masks/22740.png\n/kaggle/input/ubc-ovarian-cancer-competition-supplemental-masks/37307.png\n/kaggle/input/ubc-ovarian-cancer-competition-supplemental-masks/21445.png\n/kaggle/input/ubc-ovarian-cancer-competition-supplemental-masks/1020.png\n/kaggle/input/ubc-ovarian-cancer-competition-supplemental-masks/42549.png\n/kaggle/input/ubc-ovarian-cancer-competition-supplemental-masks/17738.png\n/kaggle/input/ubc-ovarian-cancer-competition-supplemental-masks/10800.png\n/kaggle/input/ubc-ovarian-cancer-competition-supplemental-masks/2666.png\n/kaggle/input/ubc-ovarian-cancer-competition-supplemental-masks/39728.png\n/kaggle/input/ubc-ovarian-cancer-competition-supplemental-masks/47960.png\n/kaggle/input/ubc-ovarian-cancer-competition-supplemental-masks/59515.png\n/kaggle/input/ubc-ovarian-cancer-competition-supplemental-masks/38849.png\n/kaggle/input/ubc-ovarian-cancer-competition-supplemental-masks/27245.png\n/kaggle/input/ubc-ovarian-cancer-competition-supplemental-masks/11431.png\n/kaggle/input/ubc-ovarian-cancer-competition-supplemental-masks/63165.png\n/kaggle/input/ubc-ovarian-cancer-competition-supplemental-masks/33708.png\n/kaggle/input/ubc-ovarian-cancer-competition-supplemental-masks/15470.png\n/kaggle/input/ubc-ovarian-cancer-competition-supplemental-masks/5851.png\n/kaggle/input/ubc-ovarian-cancer-competition-supplemental-masks/20316.png\n/kaggle/input/ubc-ovarian-cancer-competition-supplemental-masks/5251.png\n/kaggle/input/ubc-ovarian-cancer-competition-supplemental-masks/5992.png\n/kaggle/input/ubc-ovarian-cancer-competition-supplemental-masks/22155.png\n/kaggle/input/ubc-ovarian-cancer-competition-supplemental-masks/12442.png\n/kaggle/input/ubc-ovarian-cancer-competition-supplemental-masks/61493.png\n/kaggle/input/ubc-ovarian-cancer-competition-supplemental-masks/61320.png\n/kaggle/input/ubc-ovarian-cancer-competition-supplemental-masks/15188.png\n/kaggle/input/ubc-ovarian-cancer-competition-supplemental-masks/16064.png\n/kaggle/input/ubc-ovarian-cancer-competition-supplemental-masks/63121.png\n/kaggle/input/ubc-ovarian-cancer-competition-supplemental-masks/10252.png\n/kaggle/input/ubc-ovarian-cancer-competition-supplemental-masks/53688.png\n/kaggle/input/ubc-ovarian-cancer-competition-supplemental-masks/34247.png\n/kaggle/input/ubc-ovarian-cancer-competition-supplemental-masks/32432.png\n/kaggle/input/ubc-ovarian-cancer-competition-supplemental-masks/50878.png\n/kaggle/input/ubc-ovarian-cancer-competition-supplemental-masks/13987.png\n/kaggle/input/ubc-ovarian-cancer-competition-supplemental-masks/10246.png\n/kaggle/input/ubc-ovarian-cancer-competition-supplemental-masks/12522.png\n/kaggle/input/ubc-ovarian-cancer-competition-supplemental-masks/56875.png\n/kaggle/input/ubc-ovarian-cancer-competition-supplemental-masks/28393.png\n/kaggle/input/ubc-ovarian-cancer-competition-supplemental-masks/48506.png\n/kaggle/input/ubc-ovarian-cancer-competition-supplemental-masks/7329.png\n/kaggle/input/ubc-ovarian-cancer-competition-supplemental-masks/35239.png\n/kaggle/input/ubc-ovarian-cancer-competition-supplemental-masks/57162.png\n/kaggle/input/ubc-ovarian-cancer-competition-supplemental-masks/19569.png\n/kaggle/input/ubc-ovarian-cancer-competition-supplemental-masks/39258.png\n/kaggle/input/ubc-ovarian-cancer-competition-supplemental-masks/65533.png\n/kaggle/input/ubc-ovarian-cancer-competition-supplemental-masks/65022.png\n/kaggle/input/ubc-ovarian-cancer-competition-supplemental-masks/21929.png\n/kaggle/input/ubc-ovarian-cancer-competition-supplemental-masks/31383.png\n/kaggle/input/ubc-ovarian-cancer-competition-supplemental-masks/22489.png\n/kaggle/input/ubc-ovarian-cancer-competition-supplemental-masks/43390.png\n/kaggle/input/ubc-ovarian-cancer-competition-supplemental-masks/40888.png\n/kaggle/input/ubc-ovarian-cancer-competition-supplemental-masks/5852.png\n/kaggle/input/ubc-ovarian-cancer-competition-supplemental-masks/15139.png\n/kaggle/input/ubc-ovarian-cancer-competition-supplemental-masks/58895.png\n/kaggle/input/ubc-ovarian-cancer-competition-supplemental-masks/1101.png\n/kaggle/input/ubc-ovarian-cancer-competition-supplemental-masks/46688.png\n/kaggle/input/ubc-ovarian-cancer-competition-supplemental-masks/47105.png\n/kaggle/input/ubc-ovarian-cancer-competition-supplemental-masks/27315.png\n/kaggle/input/ubc-ovarian-cancer-competition-supplemental-masks/28821.png\n/kaggle/input/ubc-ovarian-cancer-competition-supplemental-masks/22221.png\n/kaggle/input/ubc-ovarian-cancer-competition-supplemental-masks/9658.png\n/kaggle/input/ubc-ovarian-cancer-competition-supplemental-masks/6951.png\n/kaggle/input/ubc-ovarian-cancer-competition-supplemental-masks/49872.png\n/kaggle/input/ubc-ovarian-cancer-competition-supplemental-masks/22425.png\n/kaggle/input/ubc-ovarian-cancer-competition-supplemental-masks/9697.png\n/kaggle/input/ubc-ovarian-cancer-competition-supplemental-masks/65094.png\n/kaggle/input/ubc-ovarian-cancer-competition-supplemental-masks/27950.png\n/kaggle/input/ubc-ovarian-cancer-competition-supplemental-masks/51893.png\n/kaggle/input/ubc-ovarian-cancer-competition-supplemental-masks/43815.png\n/kaggle/input/ubc-ovarian-cancer-competition-supplemental-masks/1252.png\n/kaggle/input/ubc-ovarian-cancer-competition-supplemental-masks/58947.png\n/kaggle/input/ubc-ovarian-cancer-competition-supplemental-masks/2227.png\n/kaggle/input/ubc-ovarian-cancer-competition-supplemental-masks/44232.png\n/kaggle/input/ubc-ovarian-cancer-competition-supplemental-masks/46139.png\n/kaggle/input/ubc-ovarian-cancer-competition-supplemental-masks/4963.png\n/kaggle/input/ubc-ovarian-cancer-competition-supplemental-masks/39255.png\n/kaggle/input/ubc-ovarian-cancer-competition-supplemental-masks/55287.png\n","output_type":"stream"}]},{"cell_type":"markdown","source":"# IMPORTS","metadata":{}},{"cell_type":"code","source":"import os\nimport torchvision\nimport torch\nfrom torch import nn\nfrom torch.nn import functional as F\nimport cv2\nimport matplotlib.pyplot as plt\nimport seaborn as sns","metadata":{"execution":{"iopub.status.busy":"2023-12-27T06:04:47.890889Z","iopub.execute_input":"2023-12-27T06:04:47.891387Z","iopub.status.idle":"2023-12-27T06:04:51.868282Z","shell.execute_reply.started":"2023-12-27T06:04:47.891358Z","shell.execute_reply":"2023-12-27T06:04:51.867434Z"},"trusted":true},"execution_count":3,"outputs":[{"name":"stderr","text":"/opt/conda/lib/python3.10/site-packages/scipy/__init__.py:146: UserWarning: A NumPy version >=1.16.5 and <1.23.0 is required for this version of SciPy (detected version 1.24.3\n  warnings.warn(f\"A NumPy version >={np_minversion} and <{np_maxversion}\"\n","output_type":"stream"}]},{"cell_type":"markdown","source":"# DATA VISUALIZATION AND PRE-PROCESSING","metadata":{}},{"cell_type":"markdown","source":"The features here are the images of the ovary and the labels are the masks of some of the images of the ovary images showing various segments in the feature image.\nSo first we load the data in the instances features_data and the labels_data.","metadata":{}},{"cell_type":"code","source":"mode = torchvision.io.image.ImageReadMode.RGB\ntrain_images = os.listdir('/kaggle/input/UBC-OCEAN/train_images')\nnum_train_images = len(train_images)\nprint(num_train_images)\nmasks_images = os.listdir('/kaggle/input/ubc-ovarian-cancer-competition-supplemental-masks')\nnum_masks_images = len(masks_images)\nprint(num_masks_images)","metadata":{"execution":{"iopub.status.busy":"2023-12-27T06:04:51.869845Z","iopub.execute_input":"2023-12-27T06:04:51.870241Z","iopub.status.idle":"2023-12-27T06:04:51.876828Z","shell.execute_reply.started":"2023-12-27T06:04:51.870214Z","shell.execute_reply":"2023-12-27T06:04:51.876028Z"},"trusted":true},"execution_count":4,"outputs":[{"name":"stdout","text":"538\n152\n","output_type":"stream"}]},{"cell_type":"markdown","source":"The number of train images are 538 and number of masks images for the train image are 152. So we have 152 ground truth labels for the model.","metadata":{}},{"cell_type":"code","source":"img_train_sample = cv2.imread('/kaggle/input/UBC-OCEAN/train_thumbnails/11431_thumbnail.png')\nplt.imshow(img_train_sample )\nprint(img_train_sample.shape)","metadata":{"execution":{"iopub.status.busy":"2023-12-27T06:04:51.877952Z","iopub.execute_input":"2023-12-27T06:04:51.878288Z","iopub.status.idle":"2023-12-27T06:04:53.174517Z","shell.execute_reply.started":"2023-12-27T06:04:51.878256Z","shell.execute_reply":"2023-12-27T06:04:53.173596Z"},"trusted":true},"execution_count":5,"outputs":[{"name":"stdout","text":"(1520, 3000, 3)\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"<Figure size 640x480 with 1 Axes>","image/png":"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"},"metadata":{}}]},{"cell_type":"code","source":"img_masks_sample = cv2.imread('/kaggle/input/ubc-ovarian-cancer-competition-supplemental-masks/11431.png')\nimg_masks_sample = cv2.cvtColor(img_masks_sample, cv2.COLOR_RGB2BGR)\nplt.imshow(img_masks_sample)","metadata":{"_kg_hide-input":false,"execution":{"iopub.status.busy":"2023-12-27T06:04:53.176503Z","iopub.execute_input":"2023-12-27T06:04:53.176789Z","iopub.status.idle":"2023-12-27T06:06:58.344292Z","shell.execute_reply.started":"2023-12-27T06:04:53.176762Z","shell.execute_reply":"2023-12-27T06:06:58.343351Z"},"trusted":true},"execution_count":6,"outputs":[{"execution_count":6,"output_type":"execute_result","data":{"text/plain":"<matplotlib.image.AxesImage at 0x7dae6a098040>"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure size 640x480 with 1 Axes>","image/png":"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"},"metadata":{}}]},{"cell_type":"markdown","source":"Above two shows a sample image of how a ovary and it's various marked regions are shown. But the image with shades of different color shows different regions of the ovary. And also the shape of the image is very large, that's why it is taking much of the RAM space, so we need to reshape the image into the size of the thumbnail image.","metadata":{}},{"cell_type":"code","source":"img_masks_sample_resize = cv2.resize(img_masks_sample, (3000, 1520))\nplt.imshow(img_masks_sample_resize)","metadata":{"execution":{"iopub.status.busy":"2023-12-27T06:06:58.347705Z","iopub.execute_input":"2023-12-27T06:06:58.34831Z","iopub.status.idle":"2023-12-27T06:06:59.382775Z","shell.execute_reply.started":"2023-12-27T06:06:58.348282Z","shell.execute_reply":"2023-12-27T06:06:59.381885Z"},"trusted":true},"execution_count":7,"outputs":[{"execution_count":7,"output_type":"execute_result","data":{"text/plain":"<matplotlib.image.AxesImage at 0x7dae6a1c59c0>"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure size 640x480 with 1 Axes>","image/png":"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"},"metadata":{}}]},{"cell_type":"markdown","source":"Now that both the images are of same size we can broadcast the images together.","metadata":{}},{"cell_type":"code","source":"img_add = cv2.addWeighted(img_train_sample, 0.4, img_masks_sample_resize, 0.6, 0)\nplt.imshow(img_add)","metadata":{"execution":{"iopub.status.busy":"2023-12-27T06:06:59.3842Z","iopub.execute_input":"2023-12-27T06:06:59.384569Z","iopub.status.idle":"2023-12-27T06:07:00.454825Z","shell.execute_reply.started":"2023-12-27T06:06:59.384535Z","shell.execute_reply":"2023-12-27T06:07:00.453924Z"},"trusted":true},"execution_count":8,"outputs":[{"execution_count":8,"output_type":"execute_result","data":{"text/plain":"<matplotlib.image.AxesImage at 0x7dae69f99cc0>"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure size 640x480 with 1 Axes>","image/png":"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"},"metadata":{}}]},{"cell_type":"markdown","source":"The red region here shows the cancer tissues of the ovary.\n\nNow we have to keep the thumbnail images and the masks of the same images together, and make it a data","metadata":{}},{"cell_type":"code","source":"train_image_folder = '/kaggle/input/UBC-OCEAN/train_thumbnails'\n\n# we define a function to load the images so that we can access the images anytime we want\n\ndef load_train_images(folder_path):\n    train_images = []\n    for i in os.listdir(folder_path):\n        img = cv2.imread(os.path.join(folder_path, i))\n        if img is not None:\n            train_images.append(img)\n    return train_images","metadata":{"execution":{"iopub.status.busy":"2023-12-27T06:07:00.4561Z","iopub.execute_input":"2023-12-27T06:07:00.456434Z","iopub.status.idle":"2023-12-27T06:07:00.462682Z","shell.execute_reply.started":"2023-12-27T06:07:00.456405Z","shell.execute_reply":"2023-12-27T06:07:00.461702Z"},"trusted":true},"execution_count":9,"outputs":[]},{"cell_type":"code","source":"# now we test this function  by putting the actual folder path\ntrain_images = load_train_images(train_image_folder)","metadata":{"execution":{"iopub.status.busy":"2023-12-27T06:07:00.463863Z","iopub.execute_input":"2023-12-27T06:07:00.464166Z","iopub.status.idle":"2023-12-27T06:08:40.288344Z","shell.execute_reply.started":"2023-12-27T06:07:00.464121Z","shell.execute_reply":"2023-12-27T06:08:40.287461Z"},"trusted":true},"execution_count":10,"outputs":[]},{"cell_type":"markdown","source":"The above list of arrays shows the pixels of each image present in the thumbnail.\nSimilarly we will do the same thing with the masks of the same images but first we have to resize it.","metadata":{}},{"cell_type":"code","source":"# checking for the first image of the thmubnail\nplt.imshow(train_images[0])\nlen(train_images)","metadata":{"execution":{"iopub.status.busy":"2023-12-27T06:08:40.289686Z","iopub.execute_input":"2023-12-27T06:08:40.290062Z","iopub.status.idle":"2023-12-27T06:08:41.627788Z","shell.execute_reply.started":"2023-12-27T06:08:40.290029Z","shell.execute_reply":"2023-12-27T06:08:41.626916Z"},"trusted":true},"execution_count":11,"outputs":[{"execution_count":11,"output_type":"execute_result","data":{"text/plain":"513"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure size 640x480 with 1 Axes>","image/png":"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"},"metadata":{}}]},{"cell_type":"code","source":"oc_data = pd.read_csv('/kaggle/input/UBC-OCEAN/train.csv')\noc_data_1 = oc_data[oc_data['is_tma'] == False]\nprint(oc_data_1.columns)\nunique_cancer = oc_data_1['label'].unique()\nprint(unique_cancer)\nprint(oc_data.head)","metadata":{"execution":{"iopub.status.busy":"2023-12-27T06:08:41.631232Z","iopub.execute_input":"2023-12-27T06:08:41.631831Z","iopub.status.idle":"2023-12-27T06:08:41.665251Z","shell.execute_reply.started":"2023-12-27T06:08:41.631798Z","shell.execute_reply":"2023-12-27T06:08:41.664379Z"},"trusted":true},"execution_count":12,"outputs":[{"name":"stdout","text":"Index(['image_id', 'label', 'image_width', 'image_height', 'is_tma'], dtype='object')\n['HGSC' 'LGSC' 'EC' 'CC' 'MC']\n<bound method NDFrame.head of      image_id label  image_width  image_height  is_tma\n0           4  HGSC        23785         20008   False\n1          66  LGSC        48871         48195   False\n2          91  HGSC         3388          3388    True\n3         281  LGSC        42309         15545   False\n4         286    EC        37204         30020   False\n..        ...   ...          ...           ...     ...\n533     65022  LGSC        53355         46675   False\n534     65094    MC        55042         45080   False\n535     65300  HGSC        75860         27503   False\n536     65371  HGSC        42551         41800   False\n537     65533  HGSC        45190         33980   False\n\n[538 rows x 5 columns]>\n","output_type":"stream"}]},{"cell_type":"markdown","source":"We can see that there are 5 different cancers","metadata":{}},{"cell_type":"code","source":"sns.countplot(data = oc_data_1, x = 'label', order = oc_data_1['label'].value_counts().index)","metadata":{"execution":{"iopub.status.busy":"2023-12-27T06:08:41.666389Z","iopub.execute_input":"2023-12-27T06:08:41.666652Z","iopub.status.idle":"2023-12-27T06:08:41.823141Z","shell.execute_reply.started":"2023-12-27T06:08:41.666628Z","shell.execute_reply":"2023-12-27T06:08:41.822224Z"},"trusted":true},"execution_count":13,"outputs":[{"execution_count":13,"output_type":"execute_result","data":{"text/plain":"<Axes: xlabel='label', ylabel='count'>"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure size 640x480 with 1 Axes>","image/png":"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"},"metadata":{}}]},{"cell_type":"code","source":"# now use one hot encoding for converting the object type to int type\noc_data_1_one_hot = pd.get_dummies(oc_data_1['label'], prefix = 'label').astype(int)\noc_data_1_one_hot_train = pd.concat([oc_data_1['image_id'], oc_data_1_one_hot], axis = 1)","metadata":{"execution":{"iopub.status.busy":"2023-12-27T06:08:41.824365Z","iopub.execute_input":"2023-12-27T06:08:41.826593Z","iopub.status.idle":"2023-12-27T06:08:41.835181Z","shell.execute_reply.started":"2023-12-27T06:08:41.826565Z","shell.execute_reply":"2023-12-27T06:08:41.834158Z"},"trusted":true},"execution_count":14,"outputs":[]},{"cell_type":"markdown","source":"Now we have concatenated the image_ids with the label which shows a specific number for a type of cancer","metadata":{}},{"cell_type":"code","source":"print(oc_data_1_one_hot_train.head)","metadata":{"execution":{"iopub.status.busy":"2023-12-27T06:08:41.836622Z","iopub.execute_input":"2023-12-27T06:08:41.837551Z","iopub.status.idle":"2023-12-27T06:08:41.847658Z","shell.execute_reply.started":"2023-12-27T06:08:41.837513Z","shell.execute_reply":"2023-12-27T06:08:41.846531Z"},"trusted":true},"execution_count":15,"outputs":[{"name":"stdout","text":"<bound method NDFrame.head of      image_id  label_CC  label_EC  label_HGSC  label_LGSC  label_MC\n0           4         0         0           1           0         0\n1          66         0         0           0           1         0\n3         281         0         0           0           1         0\n4         286         0         1           0           0         0\n5         431         0         0           1           0         0\n..        ...       ...       ...         ...         ...       ...\n533     65022         0         0           0           1         0\n534     65094         0         0           0           0         1\n535     65300         0         0           1           0         0\n536     65371         0         0           1           0         0\n537     65533         0         0           1           0         0\n\n[513 rows x 6 columns]>\n","output_type":"stream"}]},{"cell_type":"markdown","source":"# MAKING THE MODEL","metadata":{}},{"cell_type":"markdown","source":"We are going to use mask-RCNN for the training of the model. Mask-RCNN are the type of RCNN which has improved accuracy. It is the modified faster RCNN. In mask-RCNN replaces the region of interest of pooling layer with interest of alignment layer.\n\n![image.png](attachment:81cb1108-6ebb-498f-b578-cf1b1dae670b.png)\nThe above picture shows the model for a cat-dog classification.","metadata":{},"attachments":{"81cb1108-6ebb-498f-b578-cf1b1dae670b.png":{"image/png":"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"}}},{"cell_type":"markdown","source":"The CNN model we will use here is resnet-50 model.\nThe resnet-50 model contains:\n* 7x7 convolution window with 64 output channels all with a stride of 2 giving us 1 layer.\n* A 3x3 layer of max pooling with stride = 2.\n* In the next convolution there is a 1 * 1,64 kernel following this a 3 * 3,64 kernel and at last a 1 * 1,256 kernel, These three layers are repeated in total 3 time so giving us 9 layers in this step.\n* Next we see kernel of 1 * 1,128 after that a kernel of 3 * 3,128 and at last a kernel of 1 * 1,512 this step was repeated 4 time so giving us 12 layers in this step.\n* After that there is a kernal of 1 * 1,256 and two more kernels with 3 * 3,256 and 1 * 1,1024 and this is repeated 6 time giving us a total of 18 layers.\n* And then again a 1 * 1,512 kernel with two more of 3 * 3,512 and 1 * 1,2048 and this was repeated 3 times giving us a total of 9 layers.\n* After that we do a average pool and end it with a fully connected layer containing 1000 nodes and at the end a softmax function so this gives us 1 layer.\n\nSo totalling all the layers we get, 1 + 9 + 12 + 18 + 9 + 1 = 50 layers","metadata":{}},{"cell_type":"markdown","source":"> RESNET MODEL","metadata":{}},{"cell_type":"code","source":"class Residual(torch.nn.Module):\n    # The residual network of ResNet Models\n    def __init__(self, num_channels, use_1x1Conv = False, strides = 1):\n        super().__init__()\n        self.conv1 = nn.LazyConv2d(num_channels, kernel_size = 3, padding = 1,\n                                  stride = strides)\n        self.conv2 = nn.LazyConv2d(num_channels, kernel_size = 3, padding = 1),\n        \n        self.conv3 = nn.LazyConv2d(num_channels, kernel_size = 3, padding = 1)\n        \n        if use_1x1Conv:\n            self.conv4 = nn.LazyConv2d(num_channels, kernel_size = 1, stride = strides)\n        else:\n            self.conv4 = None\n        self.bn1 = nn.LazyBatchNorm2d()\n        self.bn2 = nn.LazyBatchNorm2d()\n        self.bn3 = nn.LazyBatchNorm2d()\n        \n    def forward(self, X):\n        X = F.relu(self.bn1(self.conv1(X)))\n        X = F.relu(self.bn2(self.conv2(X)))\n        X = self.bn3(self.conv3(X))\n        if self.conv4:\n            X = self.conv4(X)\n        X += X\n        return F.relu(X)\n    ","metadata":{"execution":{"iopub.status.busy":"2023-12-27T06:22:17.743139Z","iopub.execute_input":"2023-12-27T06:22:17.74409Z","iopub.status.idle":"2023-12-27T06:22:17.755444Z","shell.execute_reply.started":"2023-12-27T06:22:17.74405Z","shell.execute_reply":"2023-12-27T06:22:17.754375Z"},"trusted":true},"execution_count":36,"outputs":[]},{"cell_type":"code","source":"class ResNet50(torch.nn.Module):\n    def __init__(self, num_classes, lr = 0.1):\n        super().__init__()\n        \n        # first block b1\n        self.b1 = nn.LazyConv2d(64, kernel_size = 7, stride = 2)\n        \n        # second block's small part b2\n        self.b2 = nn.Sequential(nn.LazyConv2d(64, kernel_size = 1),\n                                Residual(64, use_1x1Conv = True),\n                                nn.LazyConv2d(256, kernel_size = 1))\n        \n        # third block's small part b3\n        self.b3 =  nn.Sequential(nn.LazyConv2d(128, kernel_size = 1),\n                                 Residual(128, use_1x1Conv = True),\n                                 nn.LazyConv2d(512, kernel_size = 1))\n        \n        # fourth block's small part b4\n        self.b4 = nn.Sequential(nn.LazyConv2d(256, kernel_size = 1),\n                                Residual(256, use_1x1Conv = True),\n                                nn.LazyConv2d(1024, kernel_size = 1))\n        \n        # fifth block's small part\n        self.b5 = nn.Sequential(nn.LazyConv2d(512, kernel_size = 1),\n                                Residual(512, use_1x1Conv = True),\n                                nn.LazyConv2d(2048, kernel_size = 1))\n        \n        # last fully connected layer and average pooling layer\n        self.b6 = nn.Sequential(nn.AdaptiveAvgPool2d((1,1)),\n                                nn.Flatten(),\n                                nn.LazyLinear(1000, num_classes))\n     # X is the data   \n    def forward(self, X):\n        X = self.b2(self.b2(self.b2(X)))\n        X = self.b3(self.b3(self.b3(self.b3(X))))\n        X = self.b4(self.b4(self.b4(self.b4(self.b4(self.b4(X))))))\n        X = self.b5(self.b5(self.b5(X)))\n        return self.b6(Y)","metadata":{"execution":{"iopub.status.busy":"2023-12-27T06:22:24.536561Z","iopub.execute_input":"2023-12-27T06:22:24.536924Z","iopub.status.idle":"2023-12-27T06:22:24.548216Z","shell.execute_reply.started":"2023-12-27T06:22:24.536897Z","shell.execute_reply":"2023-12-27T06:22:24.54723Z"},"trusted":true},"execution_count":37,"outputs":[]},{"cell_type":"markdown","source":"> Getting the data","metadata":{}},{"cell_type":"code","source":"data = cv2.imread('/kaggle/input/UBC-OCEAN/train_images/13568.png')\nmodel = ResNet50(num_classes = 5)\ndevice = torch.device('cuda:0' if torch.cuda.is_available() else 'cpu')\nmodel = model.to(device)","metadata":{"execution":{"iopub.status.busy":"2023-12-27T06:22:55.968203Z","iopub.execute_input":"2023-12-27T06:22:55.969106Z","iopub.status.idle":"2023-12-27T06:22:56.305219Z","shell.execute_reply.started":"2023-12-27T06:22:55.969072Z","shell.execute_reply":"2023-12-27T06:22:56.304297Z"},"trusted":true},"execution_count":39,"outputs":[{"name":"stderr","text":"/opt/conda/lib/python3.10/site-packages/torch/nn/modules/lazy.py:180: UserWarning: Lazy modules are a new feature under heavy development so changes to the API or functionality can happen at any moment.\n  warnings.warn('Lazy modules are a new feature under heavy development '\n","output_type":"stream"}]},{"cell_type":"markdown","source":"> OPTIMIZATION OF MODEL","metadata":{}},{"cell_type":"code","source":"# initialization the optimizers\nlr = 0.01# learning rate\ndecay = 1e-4#decay rate of the optimizer gradient\noptimizer = torch.optim.Adam(model.parameters(), lr = lr, weight_decay = decay)\n\n# loss criteria\ncriteria = torch.nn.CrossEntropyLoss()","metadata":{"execution":{"iopub.status.busy":"2023-12-27T06:08:44.862092Z","iopub.execute_input":"2023-12-27T06:08:44.862488Z","iopub.status.idle":"2023-12-27T06:08:44.868202Z","shell.execute_reply.started":"2023-12-27T06:08:44.862454Z","shell.execute_reply":"2023-12-27T06:08:44.867312Z"},"trusted":true},"execution_count":19,"outputs":[]},{"cell_type":"markdown","source":"> Training","metadata":{}},{"cell_type":"code","source":"transforms = torchvision.transforms.Compose([\n             torchvision.transforms.Resize((224, 224)),\n             torchvision.transforms.ToTensor(),\n             torchvision.transforms.Normalize((0.5, 0.5, 0.5), (0.5, 0.5, 0.5))])\ninput_tensor = torch.randn(16, 3, 32, 32).to('cuda')\n\n# Now, you can pass torch_image to your PyTorch model on the GPU\nmodel_output = model(input_tensor)","metadata":{"execution":{"iopub.status.busy":"2023-12-27T06:23:00.516983Z","iopub.execute_input":"2023-12-27T06:23:00.51784Z","iopub.status.idle":"2023-12-27T06:23:00.665581Z","shell.execute_reply.started":"2023-12-27T06:23:00.517807Z","shell.execute_reply":"2023-12-27T06:23:00.66441Z"},"trusted":true},"execution_count":40,"outputs":[{"traceback":["\u001b[0;31m---------------------------------------------------------------------------\u001b[0m","\u001b[0;31mTypeError\u001b[0m                                 Traceback (most recent call last)","Cell \u001b[0;32mIn[40], line 8\u001b[0m\n\u001b[1;32m      5\u001b[0m input_tensor \u001b[38;5;241m=\u001b[39m torch\u001b[38;5;241m.\u001b[39mrandn(\u001b[38;5;241m16\u001b[39m, \u001b[38;5;241m3\u001b[39m, \u001b[38;5;241m32\u001b[39m, \u001b[38;5;241m32\u001b[39m)\u001b[38;5;241m.\u001b[39mto(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mcuda\u001b[39m\u001b[38;5;124m'\u001b[39m)\n\u001b[1;32m      7\u001b[0m \u001b[38;5;66;03m# Now, you can pass torch_image to your PyTorch model on the GPU\u001b[39;00m\n\u001b[0;32m----> 8\u001b[0m model_output \u001b[38;5;241m=\u001b[39m \u001b[43mmodel\u001b[49m\u001b[43m(\u001b[49m\u001b[43minput_tensor\u001b[49m\u001b[43m)\u001b[49m\n","File \u001b[0;32m/opt/conda/lib/python3.10/site-packages/torch/nn/modules/module.py:1501\u001b[0m, in \u001b[0;36mModule._call_impl\u001b[0;34m(self, *args, **kwargs)\u001b[0m\n\u001b[1;32m   1496\u001b[0m \u001b[38;5;66;03m# If we don't have any hooks, we want to skip the rest of the logic in\u001b[39;00m\n\u001b[1;32m   1497\u001b[0m \u001b[38;5;66;03m# this function, and just call forward.\u001b[39;00m\n\u001b[1;32m   1498\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m (\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_backward_hooks \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_backward_pre_hooks \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_forward_hooks \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_forward_pre_hooks\n\u001b[1;32m   1499\u001b[0m         \u001b[38;5;129;01mor\u001b[39;00m _global_backward_pre_hooks \u001b[38;5;129;01mor\u001b[39;00m _global_backward_hooks\n\u001b[1;32m   1500\u001b[0m         \u001b[38;5;129;01mor\u001b[39;00m _global_forward_hooks \u001b[38;5;129;01mor\u001b[39;00m _global_forward_pre_hooks):\n\u001b[0;32m-> 1501\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mforward_call\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m   1502\u001b[0m \u001b[38;5;66;03m# Do not call functions when jit is used\u001b[39;00m\n\u001b[1;32m   1503\u001b[0m full_backward_hooks, non_full_backward_hooks \u001b[38;5;241m=\u001b[39m [], []\n","Cell \u001b[0;32mIn[37], line 34\u001b[0m, in \u001b[0;36mResNet50.forward\u001b[0;34m(self, X)\u001b[0m\n\u001b[1;32m     33\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mforward\u001b[39m(\u001b[38;5;28mself\u001b[39m, X):\n\u001b[0;32m---> 34\u001b[0m     X \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mb2(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mb2(\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mb2\u001b[49m\u001b[43m(\u001b[49m\u001b[43mX\u001b[49m\u001b[43m)\u001b[49m))\n\u001b[1;32m     35\u001b[0m     X \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mb3(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mb3(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mb3(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mb3(X))))\n\u001b[1;32m     36\u001b[0m     X \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mb4(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mb4(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mb4(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mb4(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mb4(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mb4(X))))))\n","File \u001b[0;32m/opt/conda/lib/python3.10/site-packages/torch/nn/modules/module.py:1501\u001b[0m, in \u001b[0;36mModule._call_impl\u001b[0;34m(self, *args, **kwargs)\u001b[0m\n\u001b[1;32m   1496\u001b[0m \u001b[38;5;66;03m# If we don't have any hooks, we want to skip the rest of the logic in\u001b[39;00m\n\u001b[1;32m   1497\u001b[0m \u001b[38;5;66;03m# this function, and just call forward.\u001b[39;00m\n\u001b[1;32m   1498\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m (\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_backward_hooks \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_backward_pre_hooks \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_forward_hooks \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_forward_pre_hooks\n\u001b[1;32m   1499\u001b[0m         \u001b[38;5;129;01mor\u001b[39;00m _global_backward_pre_hooks \u001b[38;5;129;01mor\u001b[39;00m _global_backward_hooks\n\u001b[1;32m   1500\u001b[0m         \u001b[38;5;129;01mor\u001b[39;00m _global_forward_hooks \u001b[38;5;129;01mor\u001b[39;00m _global_forward_pre_hooks):\n\u001b[0;32m-> 1501\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mforward_call\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m   1502\u001b[0m \u001b[38;5;66;03m# Do not call functions when jit is used\u001b[39;00m\n\u001b[1;32m   1503\u001b[0m full_backward_hooks, non_full_backward_hooks \u001b[38;5;241m=\u001b[39m [], []\n","File \u001b[0;32m/opt/conda/lib/python3.10/site-packages/torch/nn/modules/container.py:217\u001b[0m, in \u001b[0;36mSequential.forward\u001b[0;34m(self, input)\u001b[0m\n\u001b[1;32m    215\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mforward\u001b[39m(\u001b[38;5;28mself\u001b[39m, \u001b[38;5;28minput\u001b[39m):\n\u001b[1;32m    216\u001b[0m     \u001b[38;5;28;01mfor\u001b[39;00m module \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mself\u001b[39m:\n\u001b[0;32m--> 217\u001b[0m         \u001b[38;5;28minput\u001b[39m \u001b[38;5;241m=\u001b[39m \u001b[43mmodule\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43minput\u001b[39;49m\u001b[43m)\u001b[49m\n\u001b[1;32m    218\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28minput\u001b[39m\n","File \u001b[0;32m/opt/conda/lib/python3.10/site-packages/torch/nn/modules/module.py:1501\u001b[0m, in \u001b[0;36mModule._call_impl\u001b[0;34m(self, *args, **kwargs)\u001b[0m\n\u001b[1;32m   1496\u001b[0m \u001b[38;5;66;03m# If we don't have any hooks, we want to skip the rest of the logic in\u001b[39;00m\n\u001b[1;32m   1497\u001b[0m \u001b[38;5;66;03m# this function, and just call forward.\u001b[39;00m\n\u001b[1;32m   1498\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m (\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_backward_hooks \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_backward_pre_hooks \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_forward_hooks \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_forward_pre_hooks\n\u001b[1;32m   1499\u001b[0m         \u001b[38;5;129;01mor\u001b[39;00m _global_backward_pre_hooks \u001b[38;5;129;01mor\u001b[39;00m _global_backward_hooks\n\u001b[1;32m   1500\u001b[0m         \u001b[38;5;129;01mor\u001b[39;00m _global_forward_hooks \u001b[38;5;129;01mor\u001b[39;00m _global_forward_pre_hooks):\n\u001b[0;32m-> 1501\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mforward_call\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m   1502\u001b[0m \u001b[38;5;66;03m# Do not call functions when jit is used\u001b[39;00m\n\u001b[1;32m   1503\u001b[0m full_backward_hooks, non_full_backward_hooks \u001b[38;5;241m=\u001b[39m [], []\n","Cell \u001b[0;32mIn[36], line 21\u001b[0m, in \u001b[0;36mResidual.forward\u001b[0;34m(self, X)\u001b[0m\n\u001b[1;32m     19\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mforward\u001b[39m(\u001b[38;5;28mself\u001b[39m, X):\n\u001b[1;32m     20\u001b[0m     X \u001b[38;5;241m=\u001b[39m F\u001b[38;5;241m.\u001b[39mrelu(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mbn1(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mconv1(X)))\n\u001b[0;32m---> 21\u001b[0m     X \u001b[38;5;241m=\u001b[39m F\u001b[38;5;241m.\u001b[39mrelu(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mbn2(\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mconv2\u001b[49m\u001b[43m(\u001b[49m\u001b[43mX\u001b[49m\u001b[43m)\u001b[49m))\n\u001b[1;32m     22\u001b[0m     X \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mbn3(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mconv3(X))\n\u001b[1;32m     23\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mconv4:\n","\u001b[0;31mTypeError\u001b[0m: 'tuple' object is not callable"],"ename":"TypeError","evalue":"'tuple' object is not callable","output_type":"error"}]}]}