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Order Of Complexity Calculator is a Java-implemented tool that uses a novel code tracer algorithm to evaluate Python code's Big-O complexity. Leveraging stacks data structure, it handles large code blocks efficiently, assessing each nested block for complexity. This aids developers in pinpointing optimization areas for improved software quality.