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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

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If patients tell me that they are smoking, I now have direct evidence to say that the same symptoms that are making them miserable are exacerbated further by smoking, Ahmad R

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