The details of the imputation method for each feature with missing values can be summarized in this table:
Feature | Imputation method | Details |
|---|
| product_ |
group| availability | most frequent | applied for all families |
| end_use | most frequent | applied for all families |
| gbu_customer_seg | most frequent | applied for all families |
manualregion| cluster | most frequent | applied for all families |
lip2| stock_holding_strategy_code | most frequent | applied |
only Alkoxylates| all families |
| historical_unit_price_coalesce_ratio_on_12 | constant | value equal to 1 for all families |
| historical_sales_coalesce_ratio_on_12 | constant | value equal to 1 for all families |
| historical_unit_price_ratio_3_on_12_month | constant | value equal to 1 for all families |
| n_competitors | constant | applied for Sulfosuccinate_Sulfosuccinamate & Sulfosuccinates_Healthcare value equal to 1 |
COMPONENT_ratio | mean | | shipto_group_code / soldto_group_code | replacement | "X", "DECISION: VARIOUS" and "Not Assigned" replaced by "802315" |
applied | IMPURITY_ratio | mean | applied for all families |
| SOLVENT_ratio | mean | applied for all families |
n_components | mean | | gbu_product_family | replacement | use hpam values instead |
applied
