In culinary applications, particularly deep frying, the quality of cooking oil is paramount not only for achieving optimal flavor and texture but also for maintaining nutritional value. Here, we present data-driven insights on how oil properties such as viscosity, density, and the formation of harmful compounds evolve with repeated heating, and the sensory impacts these

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