import pandas as pd def to_pandas(instance: dict, freq: str = None) -> pd.Series: """ Transform a dictionary into a pandas.Series object, using its "start" and "target" fields. Parameters ---------- instance Dictionary containing the time series data. freq Frequency to use in the pandas.Series index. Returns ------- pandas.Series Pandas time series object. """ target = instance["target"] start = instance["start"] if not freq: freq = start.freqstr index = pd.date_range(start=start, periods=len(target), freq=freq) return pd.Series(target, index=index)