feat(Events): added EventFilter, EventLabeller (#186)

This commit is contained in:
Mark Aron Szulyovszky
2022-01-26 23:22:43 +01:00
committed by GitHub
parent 1042c82333
commit 42a1bc59cb
65 changed files with 759 additions and 276571 deletions
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from data_loader.types import ReturnSeries, ForwardReturnSeries
from abc import ABC, abstractmethod
import pandas as pd
import pandera as pa
from pandera.typing import DataFrame, Series
class EventFilter(ABC):
@abstractmethod
def get_event_start_times(self, returns: ReturnSeries) -> pd.DatetimeIndex:
raise NotImplementedError
class EventSchema(pa.SchemaModel):
start: Series[pd.Timestamp]
end: Series[pd.Timestamp]
label: Series[int]
returns: Series[float]
EventsDataFrame = DataFrame[EventSchema]
class EventLabeller(ABC):
@abstractmethod
def label_events(self, event_start_times: pd.DatetimeIndex, forward_returns: ForwardReturnSeries) -> EventsDataFrame:
raise NotImplementedError