├── .gitignore ├── 2016_hail.csv ├── LICENSE.txt ├── README.md ├── config ├── spatial_storm_interp_config.yaml └── spatial_storm_model_config.yaml ├── deepsky ├── __init__.py ├── data.py ├── evaluation.py ├── gan.py ├── image.py ├── importance.py ├── kriging.py ├── metrics.py ├── models.py ├── tests │ ├── __init__.py │ └── test_gan.py └── visual.py ├── notebooks ├── GAN Generated Images.ipynb ├── Hail_Conv_Net_Filter_Activations.ipynb ├── Logistic_PCA_Interp.ipynb ├── SpatialGANSensitivity.ipynb ├── SpatialHailInterp.ipynb ├── SpatialRandomGANs.ipynb ├── StormGANs20170622.ipynb ├── StormPatchGANs.ipynb ├── StormPatchHail.ipynb ├── Storm_GAN_Pooling_20180621.ipynb ├── TFWGAN.ipynb ├── TSI Analysis.ipynb ├── TSI GAN.ipynb ├── ThompsonHail.ipynb ├── activation_hour_dist.pdf ├── activation_hour_dist_kde.pdf ├── activation_spatial_dist.pdf ├── activation_stdist.pdf ├── hail_gan_encodings.ipynb ├── radar_hail_cnn.ipynb ├── spatial_hail_feature_importance.ipynb ├── thompson_hail_ct_distance.csv ├── top_filter_gradients_03.pdf ├── top_filter_gradients_03.png └── top_filter_gradients_03_reduced.pdf ├── requirements.txt ├── scripts ├── eval_random_fields.py ├── eval_spatial_storm_models.py ├── gan_random_fields.py ├── gan_random_fields_intel.py ├── interpret_storm_models.py ├── parallel_array_use.py ├── run_gan_casper.sh ├── search_gan_params.py ├── storm_ua_gan.py └── tsi_jpeg_to_nc.py ├── setup.py └── tasks.md /.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/djgagne/deepsky/HEAD/.gitignore -------------------------------------------------------------------------------- /2016_hail.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/djgagne/deepsky/HEAD/2016_hail.csv -------------------------------------------------------------------------------- /LICENSE.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/djgagne/deepsky/HEAD/LICENSE.txt -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/djgagne/deepsky/HEAD/README.md -------------------------------------------------------------------------------- /config/spatial_storm_interp_config.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/djgagne/deepsky/HEAD/config/spatial_storm_interp_config.yaml -------------------------------------------------------------------------------- /config/spatial_storm_model_config.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/djgagne/deepsky/HEAD/config/spatial_storm_model_config.yaml -------------------------------------------------------------------------------- /deepsky/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /deepsky/data.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/djgagne/deepsky/HEAD/deepsky/data.py -------------------------------------------------------------------------------- /deepsky/evaluation.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/djgagne/deepsky/HEAD/deepsky/evaluation.py -------------------------------------------------------------------------------- /deepsky/gan.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/djgagne/deepsky/HEAD/deepsky/gan.py -------------------------------------------------------------------------------- /deepsky/image.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/djgagne/deepsky/HEAD/deepsky/image.py -------------------------------------------------------------------------------- /deepsky/importance.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/djgagne/deepsky/HEAD/deepsky/importance.py -------------------------------------------------------------------------------- /deepsky/kriging.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/djgagne/deepsky/HEAD/deepsky/kriging.py -------------------------------------------------------------------------------- /deepsky/metrics.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/djgagne/deepsky/HEAD/deepsky/metrics.py -------------------------------------------------------------------------------- /deepsky/models.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/djgagne/deepsky/HEAD/deepsky/models.py -------------------------------------------------------------------------------- /deepsky/tests/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /deepsky/tests/test_gan.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/djgagne/deepsky/HEAD/deepsky/tests/test_gan.py -------------------------------------------------------------------------------- /deepsky/visual.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/djgagne/deepsky/HEAD/deepsky/visual.py -------------------------------------------------------------------------------- /notebooks/GAN Generated Images.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/djgagne/deepsky/HEAD/notebooks/GAN Generated Images.ipynb -------------------------------------------------------------------------------- /notebooks/Hail_Conv_Net_Filter_Activations.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/djgagne/deepsky/HEAD/notebooks/Hail_Conv_Net_Filter_Activations.ipynb -------------------------------------------------------------------------------- /notebooks/Logistic_PCA_Interp.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/djgagne/deepsky/HEAD/notebooks/Logistic_PCA_Interp.ipynb -------------------------------------------------------------------------------- /notebooks/SpatialGANSensitivity.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/djgagne/deepsky/HEAD/notebooks/SpatialGANSensitivity.ipynb -------------------------------------------------------------------------------- /notebooks/SpatialHailInterp.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/djgagne/deepsky/HEAD/notebooks/SpatialHailInterp.ipynb -------------------------------------------------------------------------------- /notebooks/SpatialRandomGANs.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/djgagne/deepsky/HEAD/notebooks/SpatialRandomGANs.ipynb -------------------------------------------------------------------------------- /notebooks/StormGANs20170622.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/djgagne/deepsky/HEAD/notebooks/StormGANs20170622.ipynb -------------------------------------------------------------------------------- /notebooks/StormPatchGANs.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/djgagne/deepsky/HEAD/notebooks/StormPatchGANs.ipynb -------------------------------------------------------------------------------- /notebooks/StormPatchHail.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/djgagne/deepsky/HEAD/notebooks/StormPatchHail.ipynb -------------------------------------------------------------------------------- /notebooks/Storm_GAN_Pooling_20180621.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/djgagne/deepsky/HEAD/notebooks/Storm_GAN_Pooling_20180621.ipynb -------------------------------------------------------------------------------- /notebooks/TFWGAN.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/djgagne/deepsky/HEAD/notebooks/TFWGAN.ipynb -------------------------------------------------------------------------------- /notebooks/TSI Analysis.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/djgagne/deepsky/HEAD/notebooks/TSI Analysis.ipynb -------------------------------------------------------------------------------- /notebooks/TSI GAN.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/djgagne/deepsky/HEAD/notebooks/TSI GAN.ipynb -------------------------------------------------------------------------------- /notebooks/ThompsonHail.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/djgagne/deepsky/HEAD/notebooks/ThompsonHail.ipynb -------------------------------------------------------------------------------- /notebooks/activation_hour_dist.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/djgagne/deepsky/HEAD/notebooks/activation_hour_dist.pdf -------------------------------------------------------------------------------- /notebooks/activation_hour_dist_kde.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/djgagne/deepsky/HEAD/notebooks/activation_hour_dist_kde.pdf -------------------------------------------------------------------------------- /notebooks/activation_spatial_dist.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/djgagne/deepsky/HEAD/notebooks/activation_spatial_dist.pdf -------------------------------------------------------------------------------- /notebooks/activation_stdist.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/djgagne/deepsky/HEAD/notebooks/activation_stdist.pdf -------------------------------------------------------------------------------- /notebooks/hail_gan_encodings.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/djgagne/deepsky/HEAD/notebooks/hail_gan_encodings.ipynb -------------------------------------------------------------------------------- /notebooks/radar_hail_cnn.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/djgagne/deepsky/HEAD/notebooks/radar_hail_cnn.ipynb -------------------------------------------------------------------------------- /notebooks/spatial_hail_feature_importance.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/djgagne/deepsky/HEAD/notebooks/spatial_hail_feature_importance.ipynb -------------------------------------------------------------------------------- /notebooks/thompson_hail_ct_distance.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/djgagne/deepsky/HEAD/notebooks/thompson_hail_ct_distance.csv -------------------------------------------------------------------------------- /notebooks/top_filter_gradients_03.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/djgagne/deepsky/HEAD/notebooks/top_filter_gradients_03.pdf -------------------------------------------------------------------------------- /notebooks/top_filter_gradients_03.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/djgagne/deepsky/HEAD/notebooks/top_filter_gradients_03.png -------------------------------------------------------------------------------- /notebooks/top_filter_gradients_03_reduced.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/djgagne/deepsky/HEAD/notebooks/top_filter_gradients_03_reduced.pdf -------------------------------------------------------------------------------- /requirements.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/djgagne/deepsky/HEAD/requirements.txt -------------------------------------------------------------------------------- /scripts/eval_random_fields.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/djgagne/deepsky/HEAD/scripts/eval_random_fields.py -------------------------------------------------------------------------------- /scripts/eval_spatial_storm_models.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/djgagne/deepsky/HEAD/scripts/eval_spatial_storm_models.py -------------------------------------------------------------------------------- /scripts/gan_random_fields.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/djgagne/deepsky/HEAD/scripts/gan_random_fields.py -------------------------------------------------------------------------------- /scripts/gan_random_fields_intel.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/djgagne/deepsky/HEAD/scripts/gan_random_fields_intel.py -------------------------------------------------------------------------------- /scripts/interpret_storm_models.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/djgagne/deepsky/HEAD/scripts/interpret_storm_models.py -------------------------------------------------------------------------------- /scripts/parallel_array_use.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/djgagne/deepsky/HEAD/scripts/parallel_array_use.py -------------------------------------------------------------------------------- /scripts/run_gan_casper.sh: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/djgagne/deepsky/HEAD/scripts/run_gan_casper.sh -------------------------------------------------------------------------------- /scripts/search_gan_params.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/djgagne/deepsky/HEAD/scripts/search_gan_params.py -------------------------------------------------------------------------------- /scripts/storm_ua_gan.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/djgagne/deepsky/HEAD/scripts/storm_ua_gan.py -------------------------------------------------------------------------------- /scripts/tsi_jpeg_to_nc.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/djgagne/deepsky/HEAD/scripts/tsi_jpeg_to_nc.py -------------------------------------------------------------------------------- /setup.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/djgagne/deepsky/HEAD/setup.py -------------------------------------------------------------------------------- /tasks.md: -------------------------------------------------------------------------------- 1 | # Research Tasks 2 | * --------------------------------------------------------------------------------