Why might a PDF in a kernel density plot be "spikey"?

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I am plotting two kernel density plots where the Y-axis is the density, the X-axis is some attribute of the two data sets. Why might one data set look "spikey"? Is there some significant takeaway or inference that can be drawn about the data?

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