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The key word is "clap", which evokes the idea of a short, loud burst of sound. Rolling thunder is quieter but longer - it takes time for a sound to be "rolling".
P.S I didn't know this before writing this, but there are actually defined lengths and pitches to classify different types of thunder, which is neat! https://en.wikipedia.org/wiki/Thunder#Types