Courier_predict/dvc.yaml at master · w0drs/Courier_predict · GitHub

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stages:
  merge-data:
    cmd: python src/data/merge_data.py data/raw/facts.csv data/raw/shifts_prediction.csv data/raw/train.csv data/raw/test.csv data/interim/train_merged.csv data/interim/test_merged.csv
    deps:
      - data/raw/facts.csv
      - data/raw/shifts_prediction.csv
      - data/raw/train.csv
      - data/raw/test.csv
      - src/data/merge_data.py
    outs:
      - data/interim/train_merged.csv:
          cache: true
      - data/interim/test_merged.csv:
          cache: true

  fill-nan:
    cmd: python src/data/nan_filling.py data/interim/train_merged.csv data/interim/test_merged.csv data/interim/train_filled.csv data/interim/test_filled.csv models/nan_filler.joblib models/nan_filler_new.joblib references/params.yaml
    deps:
      - data/interim/train_merged.csv
      - data/interim/test_merged.csv
      - src/data/nan_filling.py
      - references/params.yaml
    outs:
      - data/interim/train_filled.csv:
          cache: true
      - data/interim/test_filled.csv:
          cache: true
      - models/nan_filler_new.joblib:
          cache: true

  build-features:
    cmd: python src/features/build_features.py data/interim/train_filled.csv data/interim/test_filled.csv data/interim/train_features.csv data/interim/test_features.csv
    deps:
      - src/features/build_features.py
      - data/interim/train_filled.csv
      - data/interim/test_filled.csv
    outs:
      - data/interim/train_features.csv:
          cache: true
      - data/interim/test_features.csv:
          cache: true

  drop-features:
    cmd: python src/data/drop_features.py data/interim/train_features.csv data/interim/test_features.csv data/processed/train_final.csv data/processed/test_final.csv references/params.yaml
    deps:
      - data/interim/train_features.csv
      - data/interim/test_features.csv
      - src/data/drop_features.py
      - references/params.yaml
    outs:
      - data/processed/train_final.csv:
          cache: true
      - data/processed/test_final.csv:
          cache: true