Fix KeyError and simplify benchmark scenarios notebook#11
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- Update column names to match the benchmark engine output (`scenario` and `delta_S_from_tsirelson`). - Simplify notebook by removing manual recalculation loop and using fields already returned by `run_benchmark_scenarios()`. - Remove unused imports from the notebook.
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This change fixes a KeyError: "['name'] not in index" in the 02_benchmark_scenarios.ipynb notebook. The issue was caused by the notebook attempting to access a column named 'name', while the run_benchmark_scenarios() function returns data with the key 'scenario'. The notebook has been simplified to use the pre-calculated results from the benchmark engine, adhering to scientific naming conventions used in the X-Theta framework.
PR created automatically by Jules for task 11240434755406399834 started by @divyang4481