This component provides a supervision mechanism over tshistory.
The central use case is as follows:
-
time series from third party providers are stored as is
-
from time to time, a data analyst will want to override (bogus) values, and need to know what values were overriden
-
when upstream fix its bogus values the fixed values must override the data analyst fixes
-
the complete series history must retain information on the supervision activity
The basic tshistory usage is described on its own documentation.
An override is made as follows:
>>> tsa.update('my-series', series, '[email protected]', manual=True)
This also works with the replace
api call.
Inserted values will show up in the next .get
call.
Specific API calls exist to provide a standard workflow:
.edited
returns a couple series and markers where series is like the output of a standard.get
call and markers a boolean series indicating whether any data point is from upstream or a manual edition.
The series metadata grows a new supervision-status attribute, whose
value can be one of unsupervised
, supervised
and hand-crafted
.
Hand-crafted is for series that are entirely made of manual
updates.