abacusai.point_in_time_group
Classes
A point in time group containing point in time features |
Module Contents
- class abacusai.point_in_time_group.PointInTimeGroup(client, groupName=None, windowKey=None, aggregationKeys=None, lookbackWindow=None, lookbackWindowLag=None, lookbackCount=None, lookbackUntilPosition=None, historyTableName=None, historyWindowKey=None, historyAggregationKeys=None, features={})
Bases:
abacusai.return_class.AbstractApiClassA point in time group containing point in time features
- Parameters:
client (ApiClient) – An authenticated API Client instance
groupName (str) – The name of the point in time group
windowKey (str) – Name of feature which contains the timestamp value for the point in time feature
aggregationKeys (list) – List of keys to use for join the historical table and performing the window aggregation.
lookbackWindow (float) – Number of seconds in the past from the current time for start of the window.
lookbackWindowLag (float) – Optional lag to offset the closest point for the window. If it is positive, we delay the start of window. If it is negative, we are looking at the “future” rows in the history table.
lookbackCount (int) – If window is specified in terms of count, the start position of the window (0 is the current row)
lookbackUntilPosition (int) – Optional lag to offset the closest point for the window. If it is positive, we delay the start of window by that many rows. If it is negative, we are looking at those many “future” rows in the history table.
historyTableName (str) – The table to use for aggregating, if not provided, the source table will be used
historyWindowKey (str) – Name of feature to use for ordering the rows on the history table. If not provided, the windowKey from the source table will be used
historyAggregationKeys (list) – List of keys to use for join the historical table and performing the window aggregation. If not provided, the aggregationKeys from the source table will be used. Must be the same length and order as the source table’s aggregationKeys
features (PointInTimeGroupFeature) – List of features in the Point in Time group
- group_name
- window_key
- aggregation_keys
- lookback_window
- lookback_window_lag
- lookback_count
- lookback_until_position
- history_table_name
- history_window_key
- history_aggregation_keys
- features
- deprecated_keys
- __repr__()