{"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 numpy as np\nimport pandas as pd","metadata":{"papermill":{"duration":0.023295,"end_time":"2022-06-03T21:13:10.412151","exception":false,"start_time":"2022-06-03T21:13:10.388856","status":"completed"},"tags":[],"execution":{"iopub.status.busy":"2023-04-22T16:24:56.048124Z","iopub.execute_input":"2023-04-22T16:24:56.048967Z","iopub.status.idle":"2023-04-22T16:24:56.079106Z","shell.execute_reply.started":"2023-04-22T16:24:56.048853Z","shell.execute_reply":"2023-04-22T16:24:56.077948Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"import jo_wilder\nenv = jo_wilder.make_env()\niter_test = env.iter_test()","metadata":{"papermill":{"duration":0.036198,"end_time":"2022-06-03T21:13:10.454318","exception":false,"start_time":"2022-06-03T21:13:10.41812","status":"completed"},"tags":[],"execution":{"iopub.status.busy":"2023-04-22T16:24:56.081072Z","iopub.execute_input":"2023-04-22T16:24:56.081761Z","iopub.status.idle":"2023-04-22T16:24:56.113035Z","shell.execute_reply.started":"2023-04-22T16:24:56.081721Z","shell.execute_reply":"2023-04-22T16:24:56.111832Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"for (test, sample_submission) in iter_test:\n    # Creates a column 'question' that only contains the question number\n    sample_submission['question'] = [int(label.split('_')[1][1:]) for label in sample_submission['session_id']]\n    \n    for quest_nr in range(1,19):\n        sample_submission.loc[sample_submission.question == quest_nr, 'correct'] = 1\n        \n    env.predict(sample_submission[['session_id', 'correct']])","metadata":{"papermill":{"duration":0.337707,"end_time":"2022-06-03T21:13:10.798069","exception":false,"start_time":"2022-06-03T21:13:10.460362","status":"completed"},"tags":[],"execution":{"iopub.status.busy":"2023-04-22T16:24:56.114666Z","iopub.execute_input":"2023-04-22T16:24:56.115335Z","iopub.status.idle":"2023-04-22T16:24:56.284174Z","shell.execute_reply.started":"2023-04-22T16:24:56.115294Z","shell.execute_reply":"2023-04-22T16:24:56.283129Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"! head submission.csv","metadata":{"execution":{"iopub.status.busy":"2023-04-22T16:24:56.286319Z","iopub.execute_input":"2023-04-22T16:24:56.287004Z","iopub.status.idle":"2023-04-22T16:24:57.332583Z","shell.execute_reply.started":"2023-04-22T16:24:56.286965Z","shell.execute_reply":"2023-04-22T16:24:57.331275Z"},"trusted":true},"execution_count":null,"outputs":[]}]}