Resampling¶
Resampler objects are returned by resample calls: pandas.DataFrame.resample()
, pandas.Series.resample()
.
Indexing, iteration¶
Resampler.__iter__ (self) |
Resampler iterator. |
Resampler.groups |
Dict {group name -> group labels}. |
Resampler.indices |
Dict {group name -> group indices}. |
Resampler.get_group (self, name[, obj]) |
Construct DataFrame from group with provided name. |
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. |