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The data validation process included: Standardization of units (currency conversions, volume units, inflation adjustments) Cross-verification of data points across multiple secondary sources Normalization of inconsistent datasets Identification and resolution of data gaps Outlier detection and removal through algorithmic and manual checks Plausibility and coherence checks across segments and geographies This ensured that the dataset used for modelling was clean, robust, and reliable

And by the way, did I mention that the Apex is both Snell M2005 certified and meets the DOT FMVSS 218 standard

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In other words, it is a single image that flows from the left hand page to the right hand page of an open book