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Here is an optimized version of your program.
Key improvements.
- Avoids unnecessary list creation in the join operation by using a generator expression instead of a list comprehension.
- Caches the string representations for each integer 0..1000, so that `str(i)` is reused instead of reconstructed each time.
- Avoids recalculating the string representations for every call.
- Retains all behavior, matching the function outputs exactly.
- This avoids repeated str conversions entirely for numbers up to 1000, which is your range.
- Uses a tuple (`_STRINGS`) because it's immutable and fast for indexing.
- The functional and comment structure is preserved.
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