{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"name":"python","version":"3.7.12","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"markdown","source":"# Imports","metadata":{"execution":{"iopub.status.busy":"2022-08-26T12:27:11.586282Z","iopub.execute_input":"2022-08-26T12:27:11.588806Z","iopub.status.idle":"2022-08-26T12:27:11.595736Z","shell.execute_reply.started":"2022-08-26T12:27:11.58876Z","shell.execute_reply":"2022-08-26T12:27:11.593969Z"}}},{"cell_type":"code","source":"import os\nimport numpy as np # linear algebra\nimport pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\nfrom tqdm import tqdm, trange\n\n\nfrom skimage import io\nfrom skimage.transform import rescale, resize, downscale_local_mean\n\n\nimport matplotlib.pyplot as plt\nfrom matplotlib.pyplot import figure","metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","execution":{"iopub.status.busy":"2022-11-14T16:36:18.304508Z","iopub.execute_input":"2022-11-14T16:36:18.304967Z","iopub.status.idle":"2022-11-14T16:36:19.293147Z","shell.execute_reply.started":"2022-11-14T16:36:18.304923Z","shell.execute_reply":"2022-11-14T16:36:19.291734Z"},"trusted":true},"execution_count":4,"outputs":[]},{"cell_type":"markdown","source":"# Data Loading","metadata":{}},{"cell_type":"code","source":"train_image_dir = \"../input/datathonindoml-2022/train/train\"\nvalid_image_dir = \"../input/datathonindoml-2022/validation/validation\"","metadata":{"execution":{"iopub.status.busy":"2022-11-14T16:36:19.295981Z","iopub.execute_input":"2022-11-14T16:36:19.297283Z","iopub.status.idle":"2022-11-14T16:36:19.306316Z","shell.execute_reply.started":"2022-11-14T16:36:19.297228Z","shell.execute_reply":"2022-11-14T16:36:19.304755Z"},"trusted":true},"execution_count":5,"outputs":[]},{"cell_type":"code","source":"train_image_file_paths = [ os.path.join(train_image_dir, x) for x in os.listdir(train_image_dir)]\nvalid_image_file_paths = [ os.path.join(valid_image_dir, x) for x in os.listdir(valid_image_dir)]","metadata":{"execution":{"iopub.status.busy":"2022-11-14T16:36:19.307956Z","iopub.execute_input":"2022-11-14T16:36:19.308309Z","iopub.status.idle":"2022-11-14T16:36:20.770282Z","shell.execute_reply.started":"2022-11-14T16:36:19.308277Z","shell.execute_reply":"2022-11-14T16:36:20.768966Z"},"trusted":true},"execution_count":6,"outputs":[]},{"cell_type":"code","source":"xlabels = pd.read_csv('../input/datathonindoml-2022/train_labels.csv')\nxlabels.head(5)","metadata":{"execution":{"iopub.status.busy":"2022-11-14T16:36:20.772762Z","iopub.execute_input":"2022-11-14T16:36:20.773354Z","iopub.status.idle":"2022-11-14T16:36:20.817733Z","shell.execute_reply.started":"2022-11-14T16:36:20.773316Z","shell.execute_reply":"2022-11-14T16:36:20.816008Z"},"trusted":true},"execution_count":7,"outputs":[{"execution_count":7,"output_type":"execute_result","data":{"text/plain":" id label\n0 0 1\n1 1 13\n2 2 13\n3 3 14\n4 4 6","text/html":"\n\n
\n \n \n | \n id | \n label | \n
\n \n \n \n | 0 | \n 0 | \n 1 | \n
\n \n | 1 | \n 1 | \n 13 | \n
\n \n | 2 | \n 2 | \n 13 | \n
\n \n | 3 | \n 3 | \n 14 | \n
\n \n | 4 | \n 4 | \n 6 | \n
\n \n
\n