-Most doc_ids prescribe more branded drugs than generic ones
-Nearly, 51 % of doc_ids don't prescribe generic drugs at all
-64.3% of the doc_ids don't seem to prescribe the same brand for a drug... they tend to juggle b/w brands for each prescription ?!
Function:(find_top_candidates)
-Uses 3 custom features to score candidates that are likely to try new_drug
-Returns a table with top n values sorted in descending order
Custom Features;
-cost_per_day_per_claim (presc_detail)
-switch_chance (calculation based on no. of drugs for which multiple brands are being prescribed instead of single brand)
-generic_usage_score (calculated using top1:5 drugs column in PUF_conso)
EDA:
-Most doc_ids prescribe more branded drugs than generic ones -Nearly, 51 % of doc_ids don't prescribe generic drugs at all -64.3% of the doc_ids don't seem to prescribe the same brand for a drug... they tend to juggle b/w brands for each prescription ?!
Function:(find_top_candidates)
-Uses 3 custom features to score candidates that are likely to try new_drug -Returns a table with top n values sorted in descending order
Custom Features;
-cost_per_day_per_claim (presc_detail) -switch_chance (calculation based on no. of drugs for which multiple brands are being prescribed instead of single brand) -generic_usage_score (calculated using top1:5 drugs column in PUF_conso)