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Structured Fields Organization. Structured Field Organization. Capturing Key Metrics Building Structured Fields Role in Predictive Modeling. Capturing Key Metrics. Maintain consistency in sources Determine key themes Tracking key themes Finding emerging themes. Methods for Capturing.
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Structured Field Organization • Capturing Key Metrics • Building Structured Fields • Role in Predictive Modeling
Capturing Key Metrics • Maintain consistency in sources • Determine key themes • Tracking key themes • Finding emerging themes
Methods for Capturing • Identifying important metrics • Counts over time • Ratios • Key themes • Emerging themes
Building Structured Fields • Counting occurences • Using 0/1 flags and Sum • Comparisons over time • Relevant ratios
Structured Fields in Modeling • Counts and ratios • Predictors or outcomes/targets • Perform like other numeric predictors • Extreme values a potential issue
Structured Fields in Modeling • Categorical fields • Keep categories standard if feasible • Quality • Value • Special handling for new themes