├── README.md ├── ai-for-sea-ice-forecasting ├── Monthly_Polar_Sea_Ice_Prediction_Attention_MLR+LSTM.ipynb └── Readme.md ├── climate-change-ai-workshop ├── README.md ├── data-preprocessing │ ├── README.md │ ├── nc_merged_data_numpy_2018.py │ ├── preprocess_daily.py │ └── preprocess_monthly.py ├── data │ ├── Arctic_domain_mean_1979_2018.csv │ ├── Arctic_domain_mean_monthly_1979_2018.csv │ ├── README.md │ ├── dailyt30_features.npy │ ├── dailyt30_target.npy │ ├── monthly_features.npy │ └── monthly_target.npy └── models │ ├── Polar_Sea_Ice_Prediction_EALSTM.ipynb │ ├── Polar_Sea_Ice_Prediction_dLSTM.ipynb │ ├── Polar_Sea_Ice_Prediction_mLSTM.ipynb │ └── README.md ├── data-preprocessing ├── Convert_ERA_to_NSIDC_mask.npy ├── Readme.md ├── cal_2m_temp_areal_ave.py ├── cal_humidity_areal_ave.py ├── cal_lwdn_areal_ave.py ├── cal_pressure_areal_ave.py ├── cal_rain_areal_ave.py ├── cal_salinity_areal_ave.py ├── cal_snow_areal_ave.py ├── cal_sst_areal_ave.py ├── cal_swdn_areal_ave.py ├── cal_wind_areal_ave.py ├── combine_era5_era5t.py ├── download_10m_wind.py ├── download_2m_temp.py ├── download_humidity.py ├── download_lwdn.py ├── download_mean_tot_precip.py ├── download_snow.py ├── download_sst.py ├── download_surf_press.py ├── download_swdn.py ├── generate_csv_arctic_2021.py ├── generate_csv_arctic_monthly_2021.py ├── load_atmo_nc_data_2020_2021.py ├── nc_merged_data_numpy_25km_2021.py ├── nsidc-download_NSIDC-0051.001_2021-07-07.py ├── process_10m_wind.py ├── process_2m_temp.py ├── process_humidity.py ├── process_lwdn.py ├── process_mean_rain_rate.py ├── process_pressure.py ├── process_salinity.py ├── process_snow_rate.py ├── process_sst.py ├── process_swdn.py ├── subset_sic.py └── update_sea_ice_from_raw_data.py ├── data ├── Arctic_domain_mean_1979_2021.csv ├── Arctic_domain_mean_monthly_1979_2021.csv ├── Readme.md ├── psn25area_v3.dat ├── psn25lats_v3.dat └── psn25lons_v3.dat ├── fftstack-icmla ├── Readme.md ├── multivariate │ ├── Readme.md │ ├── data │ │ └── load-multivariate.py │ └── multivariate-architecture.ipynb ├── requirements.txt ├── spatiotemporal │ ├── Readme.md │ ├── data │ │ ├── load-spatiotemporal.py │ │ └── preprocess-spatiotemporal.py │ ├── psn25area_v3.dat │ └── spatiotemporal-architecture.ipynb └── transformers │ ├── Readme.md │ ├── fftstack.py │ └── lineardetrender.py ├── mt-icenet ├── Readme.md ├── code │ ├── MT_IceNet.ipynb │ └── SIC_IceNet.ipynb └── data-preprocessing │ ├── Readme.md │ └── preprocess_biweekly_rolling_window.py ├── physics-guided-ML ├── FLOR_Data_Analysis.ipynb ├── Readme.md ├── SIE_calculation.ipynb └── regridding-data │ ├── Regrid_sic_25km_1deg_bilinear_1979_2019.py │ ├── Regrid_sic_25km_1deg_nearest_s2d_1979_2019.py │ └── data │ ├── 1deg_weighted_area.npy │ └── Readme.md └── probabilistic-modeling ├── README.md ├── data ├── Arctic_domain_mean_monthly_1979_2021.csv ├── HMM_data.csv ├── Readme.md ├── monthly_features_1979_Aug2021.npy └── monthly_target_1979_Aug2021.npy └── models ├── BLR.ipynb ├── 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