Index

A

A (zapata.computation.Xmat attribute) add_colorbar() (in module zapata.mapping) add_cyclic_lon() (in module zapata.mapping) adddir() (in module zapata.lib) adjust_data_centlon() (in module zapata.mapping) advance_date() (in module AIModels.UtilPlot) AIModels module AIModels.AIClasses module AIModels.AIutil module AIModels.ClimFormer module

AIModels.ClimLSTM module AIModels.LocalInformer module AIModels.ModelTraining module AIModels.UtilPlot module allMonomialPowers() (in module klus.observables) amuse() (in module klus.algorithms) anom() (zapata.computation.Xmat method) anomaly() (in module zapata.computation) Atmosphere_Interpolator (class in interp)

B

bandwidth (zapata.koopman.Koop attribute) (zapata.koopman.KoopGen attribute)

C

cc (zapata.koopman.Koop attribute) cent_long (interp.Ocean_Interpolator attribute) changebox() (in module zapata.mapping) changelabel() (in module zapata.mapping) check_sim() (in module zapata.koopman) choice (interp.Atmosphere_Interpolator attribute) choose_contour() (in module zapata.mapping) choose_eig() (in module zapata.koopman) choose_projection() (in module zapata.mapping) chop() (in module zapata.lib) ClimFormer (class in AIModels.ClimFormer) ClimFormerDeter (class in AIModels.ClimFormer)

ClimLSTM (class in AIModels.ClimLSTM) close() (klus.tools.matmux method) cmd() (in module klus.algorithms) compute_modes() (zapata.koopman.Koop method) (zapata.koopman.KoopGen method) copy_dict() (in module AIModels.AIutil) copyfile() (in module zapata.lib) corr() (zapata.computation.Xmat method) count_parameters() (in module AIModels.AIutil) cov() (zapata.computation.Xmat method) create_network_inputs() (AIModels.LocalInformer.InformerModel method) create_time_features() (in module AIModels.AIutil)

D

d (zapata.koopman.KEig attribute) DataGrid() (in module zapata.data) date2year() (in module zapata.lib) date_param() (in module zapata.data) ddiff() (klus.kernels.gaussianKernel method) (klus.kernels.gaussianKernelGeneralized method) (klus.kernels.laplacianKernel method) (klus.kernels.periodicKernel1D method) (klus.kernels.polynomialKernel method) (klus.kernels.productKernel method) (klus.observables.gaussians method) (klus.observables.monomials method) decode_period() (in module zapata.data) deltat (zapata.koopman.Koop attribute) (zapata.koopman.KoopGen attribute) density_estimate() (in module zapata.koopman)

densityEstimate (class in klus.kernels) deter_generate() (in module AIModels.ModelTraining) detrend() (zapata.computation.Xmat method) diff() (klus.kernels.gaussianKernel method) (klus.kernels.gaussianKernelGeneralized method) (klus.kernels.laplacianKernel method) (klus.kernels.periodicKernel1D method) (klus.kernels.polynomialKernel method) (klus.kernels.productKernel method) (klus.observables.gaussians method) (klus.observables.monomials method) dimension() (klus.domain.discretization method) discretization (class in klus.domain) display() (klus.observables.monomials method) dmd() (in module klus.algorithms) dmdc() (in module klus.algorithms)

E

EarlyStopping (class in AIModels.AIClasses) edmd() (in module klus.algorithms) eigenfunction_value() (zapata.koopman.Koop method) eigone() (zapata.koopman.Koop method) eigzero() (zapata.koopman.KoopGen method) eof_to_grid_new() (in module AIModels.AIutil) epoch_time() (in module AIModels.AIutil)

epsilon (zapata.koopman.Koop attribute) (zapata.koopman.KoopGen attribute) evaluate() (klus.kernels.stringKernel method) evaluate_model() (AIModels.ClimLSTM.ClimLSTM method) expand() (zapata.computation.Xmat method) expand_modes() (in module zapata.koopman) exportVars() (klus.tools.matmux method)

F

fdfeval() (zapata.koopman.KEig method) feature_to_input() (in module zapata.computation) FeatureMatrix() (in module klus.algorithms) Field (class in AIModels.AIClasses) figure() (klus.tools.matmux method) fill_sea_over_land() (interp.Ocean_Interpolator method) find_modes() (in module zapata.koopman) find_norm_modes() (zapata.koopman.Koop method) (zapata.koopman.KoopGen method)

fit() (zapata.koopman.Koop method) (zapata.koopman.KoopGen method) Forecast_plots() (in module AIModels.UtilPlot) forward() (AIModels.ClimFormer.ClimFormerDeter method) (AIModels.ClimLSTM.ClimLSTM method) (AIModels.LocalInformer.InformerForPrediction method) (AIModels.LocalInformer.InformerModel method) from_file() (in module interp) func_name() (in module AIModels.AIutil)

G

gaussianKernel (class in klus.kernels) gaussianKernelGeneralized (class in klus.kernels) gaussians (class in klus.observables) gedmd() (in module klus.algorithms) generate() (AIModels.LocalInformer.InformerForPrediction method) get_decoder() (AIModels.LocalInformer.InformerForPrediction method) (AIModels.LocalInformer.InformerModel method) get_encoder() (AIModels.LocalInformer.InformerForPrediction method) (AIModels.LocalInformer.InformerModel method) get_environment_info() (in module zapata.lib)

get_lagged_subsequences() (AIModels.LocalInformer.InformerModel method) get_sea() (in module interp) get_values_from_dict() (in module zapata.lib) go_to() (in module zapata.lib) gradV() (klus.kernels.densityEstimate method) gramian() (in module klus.kernels) gramian2() (in module klus.kernels) Gxx (zapata.koopman.Koop attribute) (zapata.koopman.KoopGen attribute) Gxy (zapata.koopman.Koop attribute) (zapata.koopman.KoopGen attribute)

I

identity() (in module klus.observables) imagesc() (klus.tools.matmux method) importVars() (klus.tools.matmux method) in_data() (in module zapata.data) index() (klus.domain.discretization method) indexM2S() (in module klus.tools) indexS2M() (in module klus.tools) indicators (class in klus.observables) InformerForPrediction (class in AIModels.LocalInformer)

InformerModel (class in AIModels.LocalInformer) ingrid (interp.Ocean_Interpolator attribute) init_figure() (in module zapata.mapping) init_weights() (in module AIModels.AIutil) interp module interp_scalar() (interp.Atmosphere_Interpolator method) interp_T() (interp.Ocean_Interpolator method) interp_UV() (interp.Ocean_Interpolator method)

K

k (zapata.koopman.KEig attribute) k_shift (zapata.koopman.Koop attribute) (zapata.koopman.KoopGen attribute) kcca() (in module klus.algorithms) kcovedmd() (in module klus.algorithms) kedmd() (in module klus.algorithms) KEig (class in zapata.koopman) ker (zapata.koopman.Koop attribute) (zapata.koopman.KoopGen attribute) kernel_choice (zapata.koopman.Koop attribute) (zapata.koopman.KoopGen attribute) kgedmd() (in module klus.algorithms) klus module

klus.algorithms module klus.domain module klus.kernels module klus.observables module klus.tools module Koop (class in zapata.koopman) KoopGen (class in zapata.koopman) kpca() (in module klus.algorithms)

L

label_equator() (in module zapata.mapping) laplace() (klus.kernels.gaussianKernel method) (klus.kernels.gaussianKernelGeneralized method) (klus.kernels.laplacianKernel method) (klus.kernels.polynomialKernel method) (klus.kernels.productKernel method) laplacianKernel (class in klus.kernels)

lat_sect() (in module zapata.mapping) lat_string() (in module zapata.lib) latlon (interp.Ocean_Interpolator attribute) latlon_reg (interp.Ocean_Interpolator attribute) level (interp.Ocean_Interpolator attribute) load_xml() (in module zapata.colormap) lon_sect() (in module zapata.mapping) long_string() (in module zapata.lib)

M

m (zapata.koopman.KEig attribute) make_cmap() (in module zapata.colormap) make_data() (in module AIModels.AIutil) make_data_base() (in module AIModels.AIutil) make_dyn_verification() (in module AIModels.AIutil) make_eof() (in module AIModels.AIutil) make_features() (in module AIModels.AIutil) make_field() (in module AIModels.AIutil) make_field_HAD() (in module AIModels.AIutil) make_field_V5() (in module AIModels.AIutil) make_matrix() (in module AIModels.AIutil) make_random_index() (in module zapata.computation) make_ticks() (in module zapata.mapping) makedir() (in module zapata.lib) makefilename() (in module zapata.lib) makemm() (in module zapata.lib) makename() (in module zapata.lib) many_plots() (in module AIModels.UtilPlot) mask (interp.Ocean_Interpolator attribute) mask_reg (interp.Ocean_Interpolator attribute) mask_sea_over_land() (interp.Ocean_Interpolator method) masktb (interp.Ocean_Interpolator attribute) masku (interp.Ocean_Interpolator attribute) maskub (interp.Ocean_Interpolator attribute) maskv (interp.Ocean_Interpolator attribute) maskvb (interp.Ocean_Interpolator attribute) masT_vec (interp.Ocean_Interpolator attribute) matmux (class in klus.tools) matrix_rank_light() (in module AIModels.AIutil) max (zapata.koopman.KEig attribute)

maxeig (zapata.koopman.Koop attribute) (zapata.koopman.KoopGen attribute) mdir (interp.Ocean_Interpolator attribute) midpointGrid() (klus.domain.discretization method) min (zapata.koopman.KEig attribute) mindex() (klus.domain.discretization method) module AIModels AIModels.AIClasses AIModels.AIutil AIModels.ClimFormer AIModels.ClimLSTM AIModels.LocalInformer AIModels.ModelTraining AIModels.UtilPlot interp klus klus.algorithms klus.domain klus.kernels klus.observables klus.tools zapata zapata.colormap zapata.computation zapata.data zapata.koopman zapata.lib zapata.mapping monomials (class in klus.observables) movefile() (in module zapata.lib)

N

n (zapata.koopman.KEig attribute) name (interp.Atmosphere_Interpolator attribute) (interp.Ocean_Interpolator attribute) name_notebook() (in module zapata.lib) nchoosek() (in module klus.observables) nextMonomialPowers() (in module klus.observables)

npoints (zapata.koopman.Koop attribute) (zapata.koopman.KoopGen attribute) ntime (zapata.koopman.Koop attribute) (zapata.koopman.KoopGen attribute) numBoxes() (klus.domain.discretization method) nv (zapata.koopman.KEig attribute)

O

Ocean_Interpolator (class in interp) ocean_section_plot() (in module zapata.mapping) one_over() (in module zapata.koopman) one_over_years() (in module zapata.koopman) operator (zapata.koopman.Koop attribute) (zapata.koopman.KoopGen attribute)

order() (zapata.koopman.Koop method) (zapata.koopman.KoopGen method) order_w() (in module zapata.koopman) outgrid (interp.Ocean_Interpolator attribute) output_distribution() (AIModels.LocalInformer.InformerForPrediction method) output_params() (AIModels.LocalInformer.InformerForPrediction method)

P

pcolor() (klus.tools.matmux method) period (interp.Ocean_Interpolator attribute) periodicKernel1D (class in klus.kernels) plot() (klus.domain.discretization method) (klus.tools.matmux method) plot_cmap() (in module zapata.colormap) plotDomain() (klus.tools.matmux method) poly_order (zapata.koopman.Koop attribute) (zapata.koopman.KoopGen attribute) poly_shift (zapata.koopman.Koop attribute) (zapata.koopman.KoopGen attribute)

polynomialKernel (class in klus.kernels) predict() (AIModels.ClimLSTM.ClimLSTM method) (in module AIModels.ModelTraining) printMatrix() (in module klus.tools) printMatrix2() (in module klus.tools) printVector() (in module klus.tools) productKernel (class in klus.kernels) PsiX (zapata.koopman.Koop attribute) (zapata.koopman.KoopGen attribute) PsiY (zapata.koopman.Koop attribute) (zapata.koopman.KoopGen attribute) putna() (in module zapata.lib)

R

rand() (klus.domain.discretization method) randb() (in module klus.domain) randPerBox() (klus.domain.discretization method) read_ceres() (in module zapata.data) read_era5() (in module zapata.data) reconstruct_koopman() (in module zapata.koopman) (zapata.koopman.Koop method) (zapata.koopman.KoopGen method)

regmask_vec (interp.Ocean_Interpolator attribute) remove_values_from_list() (in module zapata.lib) rescale() (in module AIModels.AIutil) rho() (klus.kernels.densityEstimate method)

S

scatter() (klus.tools.matmux method) scatter3() (klus.tools.matmux method) sea_index (interp.Ocean_Interpolator attribute) sea_index_reg (interp.Ocean_Interpolator attribute) sea_index_U (interp.Ocean_Interpolator attribute) sea_index_V (interp.Ocean_Interpolator attribute) seba() (in module klus.algorithms) select_area() (in module AIModels.AIutil) select_field() (in module AIModels.AIutil) select_field_eof() (in module AIModels.AIutil) select_field_key() (in module AIModels.AIutil)

select_time() (in module zapata.data) set_titles_and_labels() (in module zapata.mapping) sigma (zapata.koopman.Koop attribute) (zapata.koopman.KoopGen attribute) sindy() (in module klus.algorithms) Single_Forecast_plots() (in module AIModels.UtilPlot) small_map() (in module zapata.mapping) smooth_xarray() (in module zapata.computation) sortEig() (in module klus.algorithms) stringKernel (class in klus.kernels) surf() (klus.tools.matmux method) svd() (zapata.computation.Xmat method)

T

T_lat (interp.Ocean_Interpolator attribute) T_lon (interp.Ocean_Interpolator attribute) tangle (interp.Ocean_Interpolator attribute) tgt (interp.Atmosphere_Interpolator attribute) tica() (in module klus.algorithms) time_data (zapata.koopman.Koop attribute) Timer (class in klus.tools) TimeSeriesDataset (class in AIModels.AIClasses) (class in AIModels.ClimFormer) (class in AIModels.ClimLSTM)

TimeSeriesFuture (class in AIModels.ClimFormer) to_file() (interp.Ocean_Interpolator method) train_model() (AIModels.ClimLSTM.ClimLSTM method) (in module AIModels.ModelTraining) TrasFormer (class in AIModels.ClimFormer) tri_sea_T (interp.Ocean_Interpolator attribute) tri_sea_U (interp.Ocean_Interpolator attribute) tri_sea_V (interp.Ocean_Interpolator attribute)

U

U_lat (interp.Ocean_Interpolator attribute)

U_lon (interp.Ocean_Interpolator attribute) ulam() (in module klus.algorithms)

V

v (zapata.koopman.KEig attribute) V() (klus.kernels.densityEstimate method) V_lat (interp.Ocean_Interpolator attribute) V_lon (interp.Ocean_Interpolator attribute) validate_model() (in module AIModels.ModelTraining)

vecmap() (in module zapata.mapping) viewcmap() (in module zapata.colormap) vv (zapata.koopman.Koop attribute) (zapata.koopman.KoopGen attribute) vvf (zapata.koopman.Koop attribute) (zapata.koopman.KoopGen attribute)

W

wf (zapata.koopman.Koop attribute) (zapata.koopman.KoopGen attribute) wfg (zapata.koopman.Koop attribute) (zapata.koopman.KoopGen attribute)

window (interp.Ocean_Interpolator attribute) ww (zapata.koopman.Koop attribute) (zapata.koopman.KoopGen attribute) wwg (zapata.koopman.Koop attribute) (zapata.koopman.KoopGen attribute)

X

X (zapata.koopman.KEig attribute) xclose() (zapata.koopman.KEig method) xmap() (in module zapata.mapping)

Xmat (class in zapata.computation) xmax() (zapata.koopman.KEig method) xmin() (zapata.koopman.KEig method) xstmap() (in module zapata.mapping)

Y

year2date() (in module zapata.lib)

Z

zapata module zapata.colormap module zapata.computation module zapata.data module zapata.koopman module

zapata.lib module zapata.mapping module zonal_plot() (in module zapata.mapping) zonal_stream_plot() (in module zapata.mapping) zonal_streamfun_plot() (in module zapata.mapping) zonal_var() (in module zapata.computation)