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Target column
Date Column
Forecast Horizon
Static features : The time-independent attributes (metadata) of a time series. These may include information such as:
location, where the time series was recorded (country, state, city)
fixed properties of a product (brand name, color, size, weight)
store ID or product ID
Known Covariates : are known for the entire forecast horizon, such as
holidays
day of the week, month, year
promotions
Past Covariates : are only known up to the start of the forecast horizon, such as
sales of other products
temperature, precipitation
transformed target time series
Handling Missing Data :
Completely ignore the time index
Extend the index and fill missing values
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