{"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"},"kaggle":{"accelerator":"nvidiaTeslaT4","dataSources":[{"sourceId":101849,"databundleVersionId":13093295,"isSourceIdPinned":false,"sourceType":"competition"},{"sourceId":260714814,"sourceType":"kernelVersion"},{"sourceId":263763528,"sourceType":"kernelVersion"}],"isInternetEnabled":false,"language":"python","sourceType":"notebook","isGpuEnabled":true}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"code","source":"! cp -r /kaggle/input/ariel-pred/ariel-2025 ariel-2025","metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","trusted":true},"outputs":[],"execution_count":null},{"cell_type":"code","source":"! export PYTHONPATH=\"$PYTHONPATH:/kaggle/input/ariel-pred/my-packages\" && echo $PYTHONPATH && cd ariel-2025/scripts && python lr_sigma_with_nn.py --input-data-folder /kaggle/input/ariel-data-challenge-2025 --calibrated-data-folder /kaggle/input/calibration-minimal-binning-and-no-channel-cut/calibrated --submission-file /kaggle/working/submission.csv --trained-model-folder /kaggle/working/model --mean-fgs-sigma 0.00085 --mean-airs-sigma 0.00065","metadata":{"trusted":true},"outputs":[],"execution_count":null}]}