{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"pygments_lexer":"ipython3","nbconvert_exporter":"python","version":"3.6.4","file_extension":".py","codemirror_mode":{"name":"ipython","version":3},"name":"python","mimetype":"text/x-python"}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"code","source":"import glob\nimport os.path as osp\n\nimport pandas as pd\nimport numpy as np\n\nfrom sklearn.model_selection import train_test_split\nfrom sklearn.preprocessing import LabelEncoder\n\nfrom tqdm.notebook import tqdm\nfrom PIL import Image\n\nimport matplotlib.pyplot as plt\n%matplotlib inline\n\nimport torch\nimport torch.nn as nn\nimport torch.optim as optim\nimport torch.utils.data as data\nimport torchvision\nfrom torchvision import models, transforms\nimport cv2\nimport albumentations as A","metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# Data Process","metadata":{}},{"cell_type":"markdown","source":"* ## Import Image","metadata":{}},{"cell_type":"code","source":"import pandas as pd\ndf_train = pd.read_csv(\"/kaggle/input/plant-pathology-2021-fgvc8/train.csv\")\ndf_sub = pd.read_csv(\"/kaggle/input/plant-pathology-2021-fgvc8/sample_submission.csv\")","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"* ## Check Train CSV","metadata":{}},{"cell_type":"code","source":"display(df_train)\ndisplay(df_train.labels.value_counts())","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"df_train.size","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"d_set = set()\nfor k in df_train.labels.unique():\n    d_set = d_set | set(k.split(\" \"))\nprint(f\"num of labels: {len(d_set)}  {d_set}\")","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"* ## Check Submission","metadata":{}},{"cell_type":"code","source":"display(df_sub)","metadata":{"trusted":true},"execution_count":null,"outputs":[]}]}