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A comprehensive project focusing on exploratory analysis, data preparation, and model exploration, emphasizing variable insights, data transformations, and advanced models. It integrates structured and text data, highlighting Gradient Boosting as a champion model. Key findings include location factors and years in business as critical predictors, with actionable business implications like innovation and strategic adaptability.