├── .github └── workflows │ └── TagBot.yml ├── .gitignore ├── Climate ├── DataGeneration │ ├── Manifest.toml │ ├── Project.toml │ ├── advection_diffusion_3d.jl │ ├── output.txt │ ├── rayleigh_taylor_instability_3d.jl │ ├── rayleigh_taylor_instability_3d_fields.jld2 │ └── rayleigh_taylor_instability_3d_horizontal_averages.jld2 ├── NeuralPDE │ ├── Manifest.toml │ ├── Project.toml │ ├── npde.jl │ ├── npde_data.jl │ ├── npde_fit.pdf │ └── timing.txt └── Training │ └── neural_pde_rayleigh_taylor_instability.jl ├── FisherKPP ├── Fisher-KPP-CNN-Fourier.jl ├── Fisher-KPP-CNN-Small.jl ├── Fisher-KPP-CNN.jl ├── Manifest.toml ├── Project.toml └── readme.md ├── LICENSE ├── LotkaVolterra ├── Manifest.toml ├── hudson_bay.jl ├── hudson_bay_data.dat ├── loop_evaluation.jl ├── loop_recoveries.jl ├── plots │ ├── Failed_Examples.pdf │ ├── Found_Equations_Loop.pdf │ ├── HudsonBay_losses.pdf │ ├── HudsonBay_missingterm_reconstruction.pdf │ ├── HudsonBay_reconstruction.pdf │ ├── HudsonBay_trajectory_reconstruction.pdf │ ├── HudsonBayfull_plot.pdf │ ├── HudsonBayrecovery_fitting.pdf │ ├── Losses.pdf │ ├── Scenario_1__losses.pdf │ ├── Scenario_1__missingterm_reconstruction.pdf │ ├── Scenario_1__missingterm_reconstruction_and_error.pdf │ ├── Scenario_1__reconstruction.pdf │ ├── Scenario_1__trajectory_reconstruction.pdf │ ├── Scenario_1_full_plot.pdf │ ├── Scenario_1_full_plot_adapted.pdf │ ├── Scenario_2__losses.pdf │ ├── Scenario_2__missingterm_reconstruction.pdf │ ├── Scenario_2__missingterm_reconstruction_and_error.pdf │ ├── Scenario_2__reconstruction.pdf │ ├── Scenario_2__trajectory_reconstruction.pdf │ ├── Scenario_2_full_plot.pdf │ ├── Scenario_2_full_plot_adapted.pdf │ ├── Scenario_3__missingterm_reconstruction_and_error.pdf │ ├── Scenario_3__reconstruction.pdf │ ├── Scenario_3__trajectory_reconstruction.pdf │ ├── Scenario_3_full_data_0.005.pdf │ ├── Scenario_3_full_data_0.025.pdf │ └── Sucessful_Examples.pdf ├── results │ ├── Hudson_Bay_recovery.jld2 │ ├── Scenario_1_recovery_0.005.jld2 │ ├── Scenario_1_recovery_0.05.jld2 │ ├── Scenario_1_recovery_loop.jld2 │ ├── Scenario_2_recovery_0.005.jld2 │ ├── Scenario_2_recovery_0.01.jld2 │ ├── Scenario_3_recovery_0.005.jld2 │ └── Scenario_3_recovery_0.025.jld2 ├── run_loops.jl ├── scenario_1.jl ├── scenario_2.jl └── scenario_3.jl ├── Manifest.toml ├── NonNewtonianFluids ├── FENEP.jl ├── FENEP.pdf ├── Manifest.toml ├── Plotfigs.jl ├── Project.toml ├── er_data.txt └── plt_data.txt ├── README.md ├── SEIR_exposure ├── Manifest.toml ├── Project.toml ├── estimated_exposure.pdf ├── estimated_exposure.png ├── neuralode_extrapolation.pdf ├── neuralode_extrapolation.png ├── seir_exposure.jl ├── universalode_extrapolation.pdf ├── universalode_extrapolation.png ├── universalodesindy_extrapolation.pdf ├── universalodesindy_extrapolation.png ├── universalodesindyrefit_extrapolation.pdf └── universalodesindyrefit_extrapolation.png └── highdim_pde ├── Manifest.toml ├── Project.toml └── lambaem.jl 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