├── .gitignore ├── LICENSE ├── README.md ├── code ├── ann_basics.ipynb ├── ann_gradientDescent_linearRegression.ipynb ├── ann_hackathon.ipynb ├── bandpassfiltering_noise.ipynb ├── bayesian_estimation_continuous.ipynb ├── bayesian_sst_example.ipynb ├── bayesian_vs_frequentist_cosmicrays.ipynb ├── binomial_examples.ipynb ├── boxcar_hanning_response_functions.ipynb ├── butterworth_lanczos_example.ipynb ├── central_limit_theorem.ipynb ├── chisquare_distribution.ipynb ├── common_distributions.ipynb ├── convolution_1d_example.ipynb ├── convolution_boxcar_finite_window.ipynb ├── convolution_for_images.ipynb ├── correlation_with_memory_examples.ipynb ├── cross_spectrum_example.ipynb ├── data_assimilation_case4.ipynb ├── derived_distributions.ipynb ├── eigenanalysis_2dim.ipynb ├── eof_from_scratch.ipynb ├── eof_noise_reduction.ipynb ├── harmonic_analysis_nyquist.ipynb ├── harmonic_coefficient_calculator.ipynb ├── interpolation_polynomial_fitting.ipynb ├── jackknife_example.ipynb ├── kmeans_algorithm.ipynb ├── kmeans_applicationWeather.ipynb ├── kmeans_geyser.ipynb ├── kmeans_randomdata.ipynb ├── ks_test.ipynb ├── ks_test_game.ipynb ├── least_squares_intuition.ipynb ├── lin_regression_with_errors.ipynb ├── lsq_olsq.ipynb ├── maps_of_random_relationships.ipynb ├── minimum_corr_for_added_value.ipynb ├── monte_carlo_example.ipynb ├── random_forest_christman.ipynb ├── random_forest_iris.ipynb ├── random_forest_ozone_joshuatree.ipynb ├── random_forest_palmerpenguins.ipynb ├── regularization_techniques_l1_l2.ipynb ├── response_function_moving_avg.ipynb ├── runsTest.ipynb ├── sample_vs_sample_means.ipynb ├── seasonal_cycle_filtering.ipynb ├── som_christmanFieldData.ipynb ├── spectral_degrees_of_freedom.ipynb ├── subsampling_example.ipynb ├── testing_normality_of_correlations.ipynb ├── testing_spectral_significance.ipynb ├── variance_example.ipynb ├── what_is_pdf.ipynb └── z_t_comparison.ipynb └── data ├── LAT_LONG.csv ├── christman_2016.csv ├── gradDescent_data.csv ├── homework_1_data_Y1-Copy1.csv ├── homework_1_data_Y1.csv ├── homework_1_data_Y2.csv ├── nao_timeseries.mat ├── ne_110m_admin_1_states_provinces.zip ├── nino34.long.anom.data.txt ├── old_faithful_eruptions.csv ├── snow_enso_data.csv ├── st99_d00.dbf ├── st99_d00.shp ├── st99_d00.shx ├── state_data_raw.mat ├── subsampling_example_Z500_August.mat ├── tas_DJFdays_PAMIP_CESM2_NorthAmerica.nc ├── temps_FC.csv └── z500_daily_45N_330E.npz /.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/eabarnes1010/course_objective_analysis/HEAD/.gitignore -------------------------------------------------------------------------------- /LICENSE: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/eabarnes1010/course_objective_analysis/HEAD/LICENSE -------------------------------------------------------------------------------- /README.md: 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