The database and how it was created are fully described in: Boyce D.G., Petrie B. and Frank KT. 2021. Fishing, predation, and temperature drive herring decline in a large marine ecosystem. Ecology and Evolution. Tables 1 and 2 describe the data sources and indices that were created from them, and all associated metadata. The columns in the database are as follows: Short_name: abbreviated name for the variable Year: year of the timeseries Y: data value Long_name: full name for the variable, as described in Table 2 Category: descriptor for the variable, as described in Table 2 Datatype: denotes if value is imputed or not (I=imputed; R=raw)