{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"name":"python","version":"3.10.13","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"},"kaggle":{"accelerator":"none","dataSources":[{"sourceId":56537,"databundleVersionId":8877088,"sourceType":"competition"},{"sourceId":187019480,"sourceType":"kernelVersion"}],"dockerImageVersionId":30698,"isInternetEnabled":true,"language":"python","sourceType":"notebook","isGpuEnabled":false}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"code","source":"import numpy as np\nimport pandas as pd\nimport pickle","metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","execution":{"iopub.status.busy":"2024-07-05T22:04:07.631711Z","iopub.execute_input":"2024-07-05T22:04:07.632242Z","iopub.status.idle":"2024-07-05T22:04:08.944575Z","shell.execute_reply.started":"2024-07-05T22:04:07.632196Z","shell.execute_reply":"2024-07-05T22:04:08.942646Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"sub = pd.read_csv(\"/kaggle/input/leap-atmospheric-physics-ai-climsim/sample_submission_old.csv\", nrows = 100)\nstds = sub.iloc[:, 1:].to_numpy()[0]\nprint(np.mean(sub.iloc[:, 1:].to_numpy()[0] == stds))\npickle.dump(stds, open('stds.p', 'bw'))","metadata":{"execution":{"iopub.status.busy":"2024-07-05T22:04:08.948006Z","iopub.execute_input":"2024-07-05T22:04:08.948865Z","iopub.status.idle":"2024-07-05T22:04:09.068599Z","shell.execute_reply.started":"2024-07-05T22:04:08.948809Z","shell.execute_reply":"2024-07-05T22:04:09.067319Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"sub = pd.read_csv(\"/kaggle/input/leap-atmospheric-physics-ai-climsim/sample_submission.csv\", nrows = 100)\nstds_new = sub.iloc[:, 1:].to_numpy()[0]\nprint(np.mean(sub.iloc[:, 1:].to_numpy()[0] == stds_new))\npickle.dump(stds_new, open('stds_new.p', 'bw'))","metadata":{"execution":{"iopub.status.busy":"2024-07-05T22:04:09.075757Z","iopub.execute_input":"2024-07-05T22:04:09.076583Z","iopub.status.idle":"2024-07-05T22:04:09.113653Z","shell.execute_reply.started":"2024-07-05T22:04:09.076542Z","shell.execute_reply":"2024-07-05T22:04:09.111984Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"train_df = pd.read_csv('/kaggle/input/leap-atmospheric-physics-ai-climsim/train.csv', nrows = 10)\nFEAT_COLS = train_df.columns[1:557]\nTARGET_COLS = train_df.columns[557:]","metadata":{"execution":{"iopub.status.busy":"2024-07-05T22:04:09.115588Z","iopub.execute_input":"2024-07-05T22:04:09.116018Z","iopub.status.idle":"2024-07-05T22:04:09.170066Z","shell.execute_reply.started":"2024-07-05T22:04:09.115978Z","shell.execute_reply":"2024-07-05T22:04:09.168879Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"pickle.dump(FEAT_COLS, open('FEAT_COLS.p', 'bw'))\npickle.dump(TARGET_COLS, open('TARGET_COLS.p', 'bw'))","metadata":{"execution":{"iopub.status.busy":"2024-07-05T22:04:09.171541Z","iopub.execute_input":"2024-07-05T22:04:09.17196Z","iopub.status.idle":"2024-07-05T22:04:09.178852Z","shell.execute_reply.started":"2024-07-05T22:04:09.171924Z","shell.execute_reply":"2024-07-05T22:04:09.177654Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"y_min_per_col_all = pickle.load(open('/kaggle/input/leap-y-minmax/y_min_per_col_all', 'br'))\ny_max_per_col_all = pickle.load(open('/kaggle/input/leap-y-minmax/y_max_per_col_all', 'br'))\n\npickle.dump(y_min_per_col_all, open('y_min_per_col_all.p', 'bw'))\npickle.dump(y_max_per_col_all, open('y_max_per_col_all.p', 'bw'))","metadata":{"execution":{"iopub.status.busy":"2024-07-05T22:05:31.877487Z","iopub.execute_input":"2024-07-05T22:05:31.877909Z","iopub.status.idle":"2024-07-05T22:05:31.894284Z","shell.execute_reply.started":"2024-07-05T22:05:31.877874Z","shell.execute_reply":"2024-07-05T22:05:31.893071Z"},"trusted":true},"execution_count":null,"outputs":[]}]}