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r - Change the color of action button in shiny

I am trying to change the color of the action button from gray to orange.

actionButton("run","Run Analysis")

(This is in server.R.) Is it possible to change its color?

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Below, I've made your action button look like a submit button (also adding a font-awesome icon):

actionButton("run", "Run Analysis", icon("paper-plane"), 
    style="color: #fff; background-color: #337ab7; border-color: #2e6da4")

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