abacusai.forecasting_monitor_summary
Module Contents
Classes
Forecasting Monitor Summary of the latest version of the data. |
- class abacusai.forecasting_monitor_summary.ForecastingMonitorSummary(client, predictionTimestampCol=None, predictionTargetCol=None, trainingTimestampCol=None, trainingTargetCol=None, predictionItemId=None, trainingItemId=None, forecastFrequency=None, trainingTargetAcrossTime={}, predictionTargetAcrossTime={}, actualsHistogram={}, predictionsHistogram={}, trainHistoryData={}, predictHistoryData={}, targetDrift={}, historyDrift={})
Bases:
abacusai.return_class.AbstractApiClass
Forecasting Monitor Summary of the latest version of the data.
- Parameters:
client (ApiClient) – An authenticated API Client instance
predictionTimestampCol (str) – Feature in the data that represents the timestamp column.
predictionTargetCol (str) – Feature in the data that represents the target.
trainingTimestampCol (str) – Feature in the data that represents the timestamp column.
trainingTargetCol (str) – Feature in the data that represents the target.
predictionItemId (str) – Feature in the data that represents the item id.
trainingItemId (str) – Feature in the data that represents the item id.
forecastFrequency (str) – Frequency of data, could be hourly, daily, weekly, monthly, quarterly or yearly.
trainingTargetAcrossTime (ForecastingAnalysisGraphData) – Data showing average, p10, p90, median sales across time
predictionTargetAcrossTime (ForecastingAnalysisGraphData) – Data showing average, p10, p90, median sales across time
actualsHistogram (ForecastingAnalysisGraphData) – Data showing actuals histogram
predictionsHistogram (ForecastingAnalysisGraphData) – Data showing predictions histogram
trainHistoryData (ForecastingAnalysisGraphData) – Data showing length of history distribution
predictHistoryData (ForecastingAnalysisGraphData) – Data showing length of history distribution
targetDrift (FeatureDriftRecord) – Data showing drift of the target for all drift types: distance (KL divergence), js_distance, ws_distance, ks_statistic
historyDrift (FeatureDriftRecord) – Data showing drift of the history for all drift types: distance (KL divergence), js_distance, ws_distance, ks_statistic
- __repr__()
Return repr(self).