The existing flare prediction primarily relies on photospheric magnetic field parameters from the entire active region (AR). such as Space-Weather HMI Activity Region Patches (SHARP) parameters. However. these parameters may not capture the details of the AR evolution preceding flares. https://miamistares.shop/product-category/steps/