=============== Class reference =============== This is a list of modules, classes, and functions available in ``astroML``. For more details, please refer to the :ref:`user guide ` or the :ref:`text book `. Examples of the use of ``astroML`` can also be found in the :ref:`code examples `, the :ref:`text book figures ` and the :ref:`paper figures `. .. automodule:: astroML Plotting Functions: :mod:`astroML.plotting` =========================================== .. automodule:: astroML.plotting :no-members: :no-inherited-members: Functions --------- .. currentmodule:: astroML .. autosummary:: :toctree: generated/ :template: function.rst plotting.hist plotting.scatter_contour Classes ------- .. autosummary:: :toctree: generated/ :template: class.rst plotting.MultiAxes Density Estimation & Histograms: :mod:`astroML.density_estimation` ================================================================== .. automodule:: astroML.density_estimation :no-members: :no-inherited-members: Histogram Tools --------------- .. currentmodule:: astroML .. autosummary:: :toctree: generated/ :template: function.rst density_estimation.histogram density_estimation.bayesian_blocks density_estimation.knuth_bin_width density_estimation.scotts_bin_width density_estimation.freedman_bin_width Density Estimation ------------------ .. autosummary:: :toctree: generated/ :template: class.rst density_estimation.XDGMM density_estimation.KDE density_estimation.KNeighborsDensity density_estimation.EmpiricalDistribution density_estimation.FunctionDistribution Linear Regression & Fitting: :mod:`astroML.linear_model` ======================================================== .. automodule:: astroML.linear_model :no-members: :no-inherited-members: Linear Regression ----------------- .. currentmodule:: astroML .. autosummary:: :toctree: generated/ :template: class.rst linear_model.LinearRegression linear_model.PolynomialRegression linear_model.BasisFunctionRegression linear_model.NadarayaWatson Functions --------- .. currentmodule:: astroML .. autosummary:: :toctree: generated/ :template: function.rst linear_model.TLS_logL Loading of Datasets: :mod:`astroML.datasets` ============================================ .. automodule:: astroML.datasets :no-members: :no-inherited-members: .. currentmodule:: astroML .. autosummary:: :toctree: generated/ :template: function.rst datasets.fetch_sdss_spectrum datasets.fetch_sdss_corrected_spectra datasets.fetch_sdss_S82standards datasets.fetch_dr7_quasar datasets.fetch_moving_objects datasets.fetch_sdss_galaxy_colors datasets.fetch_nasa_atlas datasets.fetch_sdss_sspp datasets.fetch_sdss_specgals datasets.fetch_great_wall datasets.fetch_imaging_sample datasets.fetch_wmap_temperatures datasets.fetch_rrlyrae_mags datasets.fetch_rrlyrae_combined datasets.fetch_LINEAR_sample datasets.fetch_LINEAR_geneva datasets.fetch_LIGO_bigdog datasets.fetch_LIGO_large datasets.fetch_hogg2010test datasets.fetch_rrlyrae_templates datasets.fetch_sdss_filter datasets.fetch_vega_spectrum datasets.generate_mu_z Time Series Analysis: :mod:`astroML.time_series` ================================================ .. automodule:: astroML.time_series :no-members: :no-inherited-members: Periodic Time Series -------------------- .. currentmodule:: astroML .. autosummary:: :toctree: generated/ :template: function.rst time_series.lomb_scargle time_series.lomb_scargle_bootstrap time_series.multiterm_periodogram time_series.search_frequencies .. currentmodule:: astroML .. autosummary:: :toctree: generated/ :template: class.rst time_series.MultiTermFit Aperiodic Time Series --------------------- .. currentmodule:: astroML .. autosummary:: :toctree: generated/ :template: function.rst time_series.ACF_scargle time_series.ACF_EK time_series.generate_power_law time_series.generate_damped_RW Statistical Functions: :mod:`astroML.stats` =========================================== .. automodule:: astroML.stats :no-members: :no-inherited-members: .. currentmodule:: astroML .. autosummary:: :toctree: generated/ :template: function.rst stats.binned_statistic stats.binned_statistic_2d stats.binned_statistic_dd stats.sigmaG stats.median_sigmaG stats.mean_sigma stats.fit_bivariate_normal stats.bivariate_normal stats.trunc_exp stats.linear Dimensionality Reduction: :mod:`astroML.dimensionality` ======================================================= .. automodule:: astroML.dimensionality :no-members: :no-inherited-members: .. currentmodule:: astroML .. autosummary:: :toctree: generated/ :template: function.rst dimensionality.iterative_pca Correlation Functions: :mod:`astroML.correlation` ================================================= .. automodule:: astroML.correlation :no-members: :no-inherited-members: .. currentmodule:: astroML .. autosummary:: :toctree: generated/ :template: function.rst correlation.two_point correlation.two_point_angular correlation.bootstrap_two_point correlation.bootstrap_two_point_angular Filters: :mod:`astroML.filters` =============================== .. automodule:: astroML.filters :no-members: :no-inherited-members: .. currentmodule:: astroML .. autosummary:: :toctree: generated/ :template: function.rst filters.savitzky_golay filters.wiener_filter filters.min_component_filter Fourier and Wavelet Transforms: :mod:`astroML.fourier` ====================================================== .. automodule:: astroML.fourier :no-members: :no-inherited-members: .. currentmodule:: astroML .. autosummary:: :toctree: generated/ :template: function.rst fourier.FT_continuous fourier.IFT_continuous fourier.PSD_continuous fourier.wavelet_PSD fourier.sinegauss fourier.sinegauss_FT fourier.sinegauss_PSD Luminosity Functions: :mod:`astroML.lumfunc` ============================================ .. automodule:: astroML.lumfunc :no-members: :no-inherited-members: .. currentmodule:: astroML .. autosummary:: :toctree: generated/ :template: function.rst lumfunc.Cminus lumfunc.binned_Cminus lumfunc.bootstrap_Cminus Classification: :mod:`astroML.classification` ============================================= .. automodule:: astroML.classification :no-members: :no-inherited-members: .. currentmodule:: astroML .. autosummary:: :toctree: generated/ :template: class.rst classification.GMMBayes Resampling: :mod:`astroML.resample` =================================== .. automodule:: astroML.resample :no-members: :no-inherited-members: .. currentmodule:: astroML .. autosummary:: :toctree: generated/ :template: function.rst resample.bootstrap resample.jackknife ..automodule:: astroML_addons Addon Functions :mod:`astroML_addons` ===================================== These functions should not be called directly: when they are installed, they are used automatically by :mod:`astroML`. .. automodule:: astroML_addons.periodogram :no-members: :no-inherited-members: .. currentmodule:: astroML_addons .. autosummary:: :toctree: generated/ :template: function.rst periodogram.lomb_scargle