Resampling
Resampler objects are returned by resample calls: pandas.DataFrame.resample()
, pandas.Series.resample()
.
Indexing, iteration
Function application
Resampler.apply (self, func, *args, **kwargs) | Aggregate using one or more operations over the specified axis. |
Resampler.aggregate (self, func, *args, …) | Aggregate using one or more operations over the specified axis. |
Resampler.transform (self, arg, *args, …) | Call function producing a like-indexed Series on each group and return a Series with the transformed values. |
Resampler.pipe (self, func, *args, **kwargs) | Apply a function func with arguments to this Resampler object and return the function’s result. |
Upsampling
Resampler.ffill (self[, limit]) | Forward fill the values. |
Resampler.backfill (self[, limit]) | Backward fill the new missing values in the resampled data. |
Resampler.bfill (self[, limit]) | Backward fill the new missing values in the resampled data. |
Resampler.pad (self[, limit]) | Forward fill the values. |
Resampler.nearest (self[, limit]) | Resample by using the nearest value. |
Resampler.fillna (self, method[, limit]) | Fill missing values introduced by upsampling. |
Resampler.asfreq (self[, fill_value]) | Return the values at the new freq, essentially a reindex. |
Resampler.interpolate (self[, method, axis, …]) | Interpolate values according to different methods. |
Computations / descriptive stats
Resampler.count (self[, _method]) | Compute count of group, excluding missing values. |
Resampler.nunique (self[, _method]) | Return number of unique elements in the group. |
Resampler.first (self[, _method]) | Compute first of group values. |
Resampler.last (self[, _method]) | Compute last of group values. |
Resampler.max (self[, _method]) | Compute max of group values. |
Resampler.mean (self[, _method]) | Compute mean of groups, excluding missing values. |
Resampler.median (self[, _method]) | Compute median of groups, excluding missing values. |
Resampler.min (self[, _method]) | Compute min of group values. |
Resampler.ohlc (self[, _method]) | Compute sum of values, excluding missing values. |
Resampler.prod (self[, _method, min_count]) | Compute prod of group values. |
Resampler.size (self) | Compute group sizes. |
Resampler.sem (self[, _method]) | Compute standard error of the mean of groups, excluding missing values. |
Resampler.std (self[, ddof]) | Compute standard deviation of groups, excluding missing values. |
Resampler.sum (self[, _method, min_count]) | Compute sum of group values. |
Resampler.var (self[, ddof]) | Compute variance of groups, excluding missing values. |
Resampler.quantile (self[, q]) | Return value at the given quantile. |