Resampling
Resampler objects are returned by resample calls: pandas.DataFrame.resample()
, pandas.Series.resample()
.
Indexing, iteration
Resampler.__iter__ () |
Groupby iterator |
Resampler.groups |
dict {group name -> group labels} |
Resampler.indices |
dict {group name -> group indices} |
Resampler.get_group (name[, obj]) |
Constructs NDFrame from group with provided name |
Function application
Resampler.apply (arg, *args, **kwargs) |
Apply aggregation function or functions to resampled groups, yielding |
Resampler.aggregate (arg, *args, **kwargs) |
Apply aggregation function or functions to resampled groups, yielding |
Resampler.transform (arg, *args, **kwargs) |
Call function producing a like-indexed Series on each group and return |
Upsampling
Resampler.ffill ([limit]) |
Forward fill the values |
Resampler.backfill ([limit]) |
Backward fill the values |
Resampler.bfill ([limit]) |
Backward fill the values |
Resampler.pad ([limit]) |
Forward fill the values |
Resampler.fillna (method[, limit]) |
Fill missing values |
Resampler.asfreq () |
return the values at the new freq, |
Resampler.interpolate ([method, axis, limit, ...]) |
Interpolate values according to different methods. |
Computations / Descriptive Stats
Resampler.count ([_method]) |
Compute count of group, excluding missing values |
Resampler.nunique ([_method]) |
Returns number of unique elements in the group |
Resampler.first ([_method]) |
Compute first of group values |
Resampler.last ([_method]) |
Compute last of group values |
Resampler.max ([_method]) |
Compute max of group values |
Resampler.mean ([_method]) |
Compute mean of groups, excluding missing values |
Resampler.median ([_method]) |
Compute median of groups, excluding missing values |
Resampler.min ([_method]) |
Compute min of group values |
Resampler.ohlc ([_method]) |
Compute sum of values, excluding missing values |
Resampler.prod ([_method]) |
Compute prod of group values |
Resampler.size ([_method]) |
Compute group sizes |
Resampler.sem ([_method]) |
Compute standard error of the mean of groups, excluding missing values |
Resampler.std ([ddof]) |
Compute standard deviation of groups, excluding missing values |
Resampler.sum ([_method]) |
Compute sum of group values |
Resampler.var ([ddof]) |
Compute variance of groups, excluding missing values |