The version I've heard is almost the same as those submitted, except that Cavering Slack is Catherine Slack (a place name between Bradford and Halifax) and Bolton Brow (above Sowerby Bridge). Shipley Glen is quite a way off the area, so I'm sure the place referred to is Shibden Glen.

And that's the way I'll continue to sing it!