Try pulling one up... you may find they're attached to an underground root and stolon system, in which case you may be dealing with Canada thistle, Cirsium arvense, a noxious weed* in California, and you might want to consider some minor chemical warfare, as fragments of the underground portions of the plants about 3/8" long can start new ones, as can all the seeds.
Seeds last up to about 20 years in the soil, and can travel miles on the wind because they have a little "parachute" of hairs (pappus), and also many songbirds eat the seeds.
*Noxious weed is a legal definition, meaning the plant is a peril to agriculture. I think C. arvense is a class B, but it's been 30 years since I lived in CA, so you might want to check it. In some counties, everyone may be required to control it, in which case you're legally obligated to deal with it.I control it here in my Oregon yard with heading the flowers** as soon as I see them, and spot applications of glyphosate on established plants in the fall. Heading has to be done vigilantly-- at least once a week.
**Canada thistle is a member of the Asteraceae (also known as the Compositae) the dandelion family -- each of those purple "petals" is an entire flower, and the flowers eventually develop one-seeded fruits that are dispersed by birds and wind.FWIW, I had a bunch of downed trees a couple of years ago, and burning them was the only practical means I had to get rid of them. So I built the bonfire on top of a big Canada thistle to get an idea of what might happen in a wildfire. The fire burned for about 6 hours, got very hot, and left a lot of very alkaline ash. Next year, guess what I had under the bonfire site? Only the Canada thistle survived, and it was doing well.
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