There are two trails to the falls. The "lower" Trail stays close to the stream and crosses it via a couple footbridges. It is the more scenic of the two, but it is winding and a little rocky in places. It's potentially slippery in places as well. The other trail is farther from the stream, straighter, wider, and more steadily and gradually uphill. The upper trail is/was essentially a vehicle access road. I'm not sure most people would describe either as easy. Moderate maybe.
Yes, the upper trail is definitely the easier of the two, but it is still a good hike on a rough trail.
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