The data: gaps are not missing values | Lags on a gapped series fail loudly | Step 1: complete the daily grid | Step 2: calendar features | ISO weeks | Seasons | Step 3: impute missing values, and keep track of what you imputed | Step 4: moving averages | Step 5: lags | The whole pipeline | What SporeLag does not do