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dvc.yaml
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dvc.yaml
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stages:
aggregate_transactions:
cmd: python3 preprocessing_scripts/aggregate_user_transactions.py --input_path sampled_data/transactions_sample.csv --output_dir processed_data/
deps:
- preprocessing_scripts/aggregate_user_transactions.py
- sampled_data/transactions_sample.csv
outs:
- processed_data/aggregated_transactions.csv
aggregate_logs:
cmd: python3 preprocessing_scripts/aggregate_user_logs.py --input_path sampled_data/user_logs_sample.csv --output_dir processed_data/
deps:
- preprocessing_scripts/aggregate_user_logs.py
- sampled_data/user_logs_sample.csv
outs:
- processed_data/aggregated_logs.csv
merge_all_tables:
cmd: python3 preprocessing_scripts/merge_users_info.py --members_path sampled_data/members_sample.csv --agg_logs_path processed_data/aggregated_logs.csv --agg_transactions_path processed_data/aggregated_transactions.csv --output_dir processed_data/
deps:
- preprocessing_scripts/merge_users_info.py
- sampled_data/members_sample.csv
- processed_data/aggregated_logs.csv
- processed_data/aggregated_transactions.csv
outs:
- processed_data/users_data_merged.csv
build_train_data:
cmd: python3 preprocessing_scripts/build_train_data.py --merged_data_path processed_data/users_data_merged.csv --train_labels_path sampled_data/train_v2.csv --output_dir processed_data/
deps:
- preprocessing_scripts/build_train_data.py
- processed_data/users_data_merged.csv
- sampled_data/train_v2.csv
outs:
- processed_data/full_train_data.csv
get_imputation_config:
cmd: python3 preprocessing_scripts/get_imputation_config.py --train_data processed_data/full_train_data.csv --config_output artifacts/imputation_config.json
deps:
- preprocessing_scripts/get_imputation_config.py
- processed_data/full_train_data.csv
outs:
- artifacts/imputation_config.json
impute_data:
cmd: python3 preprocessing_scripts/impute_data.py --data processed_data/full_train_data.csv --imput_config artifacts/imputation_config.json --output processed_data/full_train_data_imp.csv
deps:
- preprocessing_scripts/impute_data.py
- processed_data/full_train_data.csv
- artifacts/imputation_config.json
outs:
- processed_data/full_train_data_imp.csv
get_handcraft_features:
cmd: python3 preprocessing_scripts/build_handcraft_features.py --input_path processed_data/full_train_data_imp.csv --output_path processed_data/features_crafted/handcrafted_features.csv
deps:
- preprocessing_scripts/build_handcraft_features.py
- processed_data/full_train_data_imp.csv
outs:
- processed_data/features_crafted/handcrafted_features.csv