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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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Many promotional concepts were developed, corresponding to the many hot buttons and interests of the targeted women

In 2012, the network was struggling with a dilemma that is common to cable news