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Never the twain shall meet
Cultural Origin
The phrase comes from a Kipling poem highlighting East and West cultures' differences. 
Idiomatic Use
It's mostly used in spoken language to emphasize a sharp contrast. 
Metaphorical Gap
Think of it as expressing a metaphorical distance that cannot be bridged. 