Release 1.0.2 ------------- :Release: 1.0.2 :Date: TBD Enhancements ~~~~~~~~~~~~ - Adds forward fill checkpoint tables for the blaze core loader. This allow the loader to more efficiently forward fill the data by capping the lower date it must search for when querying data. The checkpoints should have novel deltas applied (:issue:`1276`). - Updated VagrantFile to include all dev requirements and use a newer image (:issue:`1310`). - Allow correlations and regressions to be computed between two 2D factors by doing computations asset-wise (:issue:`1307`). - Filters have been made window_safe by default. Now they can be passed in as arguments to other Filters, Factors and Classifiers (:issue:`1338`). - Added an optional ``groupby`` parameter to :meth:`~zipline.pipeline.factors.Factor.rank`, :meth:`~zipline.pipeline.factors.Factor.top`, and :meth:`~zipline.pipeline.factors.Factor.bottom`. (:issue:`1349`). - Added new pipeline filters, :class:`~zipline.pipeline.filters.All` and :class:`~zipline.pipeline.filters.Any`, which takes another filter and returns True if an asset produced a True for any/all days in the previous ``window_length`` days (:issue:`1358`). - Added new pipeline filter :class:`~zipline.pipeline.filters.AtLeastN`, which takes another filter and an int N and returns True if an asset produced a True on N or more days in the previous ``window_length`` days (:issue:`1367`). - Use external library empyrical for risk calculations. Empyrical unifies risk metric calculations between pyfolio and zipline. Empyrical adds custom annualization options for returns of custom frequencies. (:issue:`855`) Bug Fixes ~~~~~~~~~ - Changes :class:`~zipline.pipeline.factors.AverageDollarVolume` built-in factor to treat missing close or volume values as 0. Previously, NaNs were simply discarded before averaging, giving the remaining values too much weight (:issue:`1309`). - Remove risk-free rate from sharpe ratio calculation. The ratio is now the average of risk adjusted returns over violatility of adjusted returns. (:issue:`853`) - Sortino ratio will return calculation instead of np.nan when required returns are equal to zero. The ratio now returns the average of risk adjusted returns over downside risk. Fixed mislabeled API by converting `mar` to `downside_risk`. (:issue:`747`) - Downside risk now returns the square root of the mean of downside difference squares. (:issue:`747`) - Information ratio updated to return mean of risk adjusted returns over standard deviation of risk adjusted returns. (:issue:`1322`) - Alpha and sharpe ratio are now annualized. (:issue:`1322`) Documentation ~~~~~~~~~~~~~ None