{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"name":"python","version":"3.11.13","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"},"kaggle":{"accelerator":"none","dataSources":[{"sourceId":3649,"databundleVersionId":46718,"sourceType":"competition"},{"sourceId":286452148,"sourceType":"kernelVersion"}],"isInternetEnabled":true,"language":"python","sourceType":"notebook","isGpuEnabled":false}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"code","source":"import os.path\nimport sys\nimport re\nimport itertools\nimport csv\nimport datetime\nimport pickle\nfrom collections import defaultdict, Counter\nimport random\nimport gc\nimport zipfile\nimport warnings\n\nimport pandas as pd\n# import matplotlib.pyplot as plt\n# from matplotlib.ticker import NullFormatter\n# import seaborn as sns\n# import numpy as np\n# import scipy\n# import gensim\n# from scipy.sparse import linalg\n# from sklearn.metrics import f1_score, classification_report, confusion_matrix\n# from sklearn.model_selection import train_test_split\n# from sklearn.metrics import pairwise\n# from sklearn.metrics import f1_score, classification_report, confusion_matrix\n# from sklearn import decomposition\n# from sklearn import mixture\n# from sklearn import preprocessing\n# from sklearn import cluster\n# from sklearn import manifold\n# import networkx as nx\n\n# import tensorflow as tf","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-12-24T03:17:58.690606Z","iopub.execute_input":"2025-12-24T03:17:58.691004Z","iopub.status.idle":"2025-12-24T03:17:59.038822Z","shell.execute_reply.started":"2025-12-24T03:17:58.690972Z","shell.execute_reply":"2025-12-24T03:17:59.037813Z"}},"outputs":[],"execution_count":null},{"cell_type":"code","source":"file_dir = '/kaggle/input/cifar-10-conv2drbf-st2-dep29-ret3'","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-12-24T03:17:59.040222Z","iopub.execute_input":"2025-12-24T03:17:59.040657Z","iopub.status.idle":"2025-12-24T03:17:59.045153Z","shell.execute_reply.started":"2025-12-24T03:17:59.040627Z","shell.execute_reply":"2025-12-24T03:17:59.044191Z"}},"outputs":[],"execution_count":null},{"cell_type":"code","source":"with zipfile.ZipFile(os.path.join(file_dir, '_output_.zip'), 'r') as myzip:\n    print(myzip.getinfo('submission.csv'))","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-12-24T03:17:59.045998Z","iopub.execute_input":"2025-12-24T03:17:59.046237Z","iopub.status.idle":"2025-12-24T03:18:02.084899Z","shell.execute_reply.started":"2025-12-24T03:17:59.046214Z","shell.execute_reply":"2025-12-24T03:18:02.083922Z"}},"outputs":[],"execution_count":null},{"cell_type":"code","source":"with zipfile.ZipFile(os.path.join(file_dir, '_output_.zip'), 'r') as myzip:\n    myzip.extract('submission.csv', path='.')","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-12-24T03:18:02.085869Z","iopub.execute_input":"2025-12-24T03:18:02.086121Z","iopub.status.idle":"2025-12-24T03:18:04.752163Z","shell.execute_reply.started":"2025-12-24T03:18:02.086095Z","shell.execute_reply":"2025-12-24T03:18:04.751277Z"}},"outputs":[],"execution_count":null},{"cell_type":"code","source":"! ls -la","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-12-24T03:18:04.753867Z","iopub.execute_input":"2025-12-24T03:18:04.754137Z","iopub.status.idle":"2025-12-24T03:18:04.888565Z","shell.execute_reply.started":"2025-12-24T03:18:04.754116Z","shell.execute_reply":"2025-12-24T03:18:04.887484Z"}},"outputs":[],"execution_count":null},{"cell_type":"code","source":"df_submission = pd.read_csv('submission.csv', index_col=0)\ndf_submission","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-12-24T03:19:16.798960Z","iopub.execute_input":"2025-12-24T03:19:16.799256Z","iopub.status.idle":"2025-12-24T03:19:16.938443Z","shell.execute_reply.started":"2025-12-24T03:19:16.799235Z","shell.execute_reply":"2025-12-24T03:19:16.937468Z"}},"outputs":[],"execution_count":null}]}