Architecture for multivariate multi-time-series model where some features are TS specific and some features are global
Stacked LSTM is one option in this scenario

This assumes that First two LSTMs have different frequencies and City has static features (Like lat/long, one-hot-encoded value etc). If City is also time-series like series of population , mean income; it will be an LSTM as well.
Code example for stacked LSTM.