Operators API ============= Complete parameter documentation for all operator functions. Usage: ``from phandas import *`` Cross-sectional Operators ------------------------- .. autofunction:: phandas.rank .. autofunction:: phandas.mean .. autofunction:: phandas.median .. autofunction:: phandas.normalize .. autofunction:: phandas.zscore .. autofunction:: phandas.quantile .. autofunction:: phandas.scale .. autofunction:: phandas.spread .. autofunction:: phandas.signal Time Series Operators --------------------- Basic Statistics ~~~~~~~~~~~~~~~~ .. autofunction:: phandas.ts_delay .. autofunction:: phandas.ts_delta .. autofunction:: phandas.ts_mean .. autofunction:: phandas.ts_median .. autofunction:: phandas.ts_sum .. autofunction:: phandas.ts_product .. autofunction:: phandas.ts_std_dev Ranking and Extrema ~~~~~~~~~~~~~~~~~~~ .. autofunction:: phandas.ts_rank .. autofunction:: phandas.ts_max .. autofunction:: phandas.ts_min .. autofunction:: phandas.ts_arg_max .. autofunction:: phandas.ts_arg_min Higher-order Statistics ~~~~~~~~~~~~~~~~~~~~~~~ .. autofunction:: phandas.ts_skewness .. autofunction:: phandas.ts_kurtosis .. autofunction:: phandas.ts_cv .. autofunction:: phandas.ts_jumpiness .. autofunction:: phandas.ts_trend_strength .. autofunction:: phandas.ts_vr .. autofunction:: phandas.ts_autocorr .. autofunction:: phandas.ts_reversal_count Standardization ~~~~~~~~~~~~~~~ .. autofunction:: phandas.ts_zscore .. autofunction:: phandas.ts_scale .. autofunction:: phandas.ts_quantile .. autofunction:: phandas.ts_av_diff Decay Weighting ~~~~~~~~~~~~~~~ .. autofunction:: phandas.ts_decay_linear .. autofunction:: phandas.ts_decay_exp_window Correlation and Regression ~~~~~~~~~~~~~~~~~~~~~~~~~~ .. autofunction:: phandas.ts_corr .. autofunction:: phandas.ts_covariance .. autofunction:: phandas.ts_regression Other ~~~~~ .. autofunction:: phandas.ts_step .. autofunction:: phandas.ts_count_nans .. autofunction:: phandas.ts_backfill Neutralization Operators ------------------------ .. autofunction:: phandas.vector_neut .. autofunction:: phandas.regression_neut Group Operators --------------- .. autofunction:: phandas.group .. autofunction:: phandas.group_neutralize .. autofunction:: phandas.group_mean .. autofunction:: phandas.group_median .. autofunction:: phandas.group_rank .. autofunction:: phandas.group_scale .. autofunction:: phandas.group_zscore .. autofunction:: phandas.group_normalize Math Operators -------------- Elementary Functions ~~~~~~~~~~~~~~~~~~~~ .. autofunction:: phandas.log .. autofunction:: phandas.ln .. autofunction:: phandas.sqrt .. autofunction:: phandas.s_log_1p .. autofunction:: phandas.sign .. autofunction:: phandas.inverse Power Functions ~~~~~~~~~~~~~~~ .. autofunction:: phandas.power .. autofunction:: phandas.signed_power Comparison and Conditional ~~~~~~~~~~~~~~~~~~~~~~~~~~ .. autofunction:: phandas.maximum .. autofunction:: phandas.minimum .. autofunction:: phandas.where Arithmetic Operations ~~~~~~~~~~~~~~~~~~~~~ .. autofunction:: phandas.add .. autofunction:: phandas.subtract .. autofunction:: phandas.multiply .. autofunction:: phandas.divide .. autofunction:: phandas.reverse