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The same agency publishes this other chart that adds quite a bit of context IMHO.

For visibility, youth suicides are up compared to a low period in the 2000s preceded by higher rates than today in the 90s

It's also interesting how much higher the male suicide rate is.

I couldn't find it mentioned in this article?

It’s in the chart above.