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added additional scenarios to automated model tests

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Khalim Conn-Kowlessar 2024-10-17 12:05:34 +01:00
parent 7ef08b1778
commit 3699c9cd64
1 changed files with 3 additions and 3 deletions
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6
etl/epc/generate_scenarios_data.py
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@ -1480,11 +1480,11 @@ sap_impact = sap_impact[
# Get some metrics - MAPE for local testing # Get some metrics - MAPE for local testing
mae = mean_absolute_error(sap_impact["actual_post_sap"], sap_impact["predicted_post_sap"]) mae = mean_absolute_error(sap_impact["actual_post_sap"], sap_impact["predicted_post_sap"])
# 1.6511627906976745 # 1.4325581395348832
mape = mean_absolute_percentage_error(sap_impact["actual_post_sap"], sap_impact["predicted_post_sap"]) mape = mean_absolute_percentage_error(sap_impact["actual_post_sap"], sap_impact["predicted_post_sap"])
# 0.02493675525723527 # 0.02260368763204902
mape_impact = mean_absolute_percentage_error(sap_impact["actual_impact"], sap_impact["predicted_impact"]) mape_impact = mean_absolute_percentage_error(sap_impact["actual_impact"], sap_impact["predicted_impact"])
# 0.34215659663334086 # 0.38072532764393224
save_dataframe_to_s3_parquet( save_dataframe_to_s3_parquet(
recommendations_scoring_data, recommendations_scoring_data,