Specifically I'm looking for video footage that depicts immigrants to America, industry, railroads, or factories in America, or just general shots of cities and urbanization. Time period would be 1890-1920.
Try British Pathé (http://www.britishpathe.com). Their archive is easy to search.
archive.com has quite a bit of video; I like this one: