Algebra is purely structural, while analysis seems to (at least partially) still appeal to spatial/visual intuition. Analysis has things like space, measure, and limits, all very visual ideas. Algebra has things like groups, rings, and algebras, which seem to be much less visual. More @Wikipedia
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