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dvc.yaml
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stages:
preprocess_flats:
cmd: python /Users/siddhant/housepriceproject/Capstone/src/data/data_preprocessing.py
deps:
- /Users/siddhant/housepriceproject/Capstone/data/raw/flats.csv
- /Users/siddhant/housepriceproject/Capstone/src/data/data_preprocessing.py
outs:
- /Users/siddhant/housepriceproject/Capstone/pipeline_generated_data/flats_processed.csv
preprocess_houses:
cmd: python /Users/siddhant/housepriceproject/Capstone/src/data/data_preprocessing2.py
deps:
- /Users/siddhant/housepriceproject/Capstone/data/raw/house.csv
- /Users/siddhant/housepriceproject/Capstone/src/data/data_preprocessing2.py
outs:
- /Users/siddhant/housepriceproject/Capstone/pipeline_generated_data/house_processed.csv
merge_data:
cmd: python /Users/siddhant/housepriceproject/Capstone/src/data/merged_preprocessing.py
deps:
- /Users/siddhant/housepriceproject/Capstone/pipeline_generated_data/flats_processed.csv
- /Users/siddhant/housepriceproject/Capstone/pipeline_generated_data/house_processed.csv
- /Users/siddhant/housepriceproject/Capstone/src/data/merged_preprocessing.py
outs:
- /Users/siddhant/housepriceproject/Capstone/pipeline_generated_data/merged_data.csv
preprocess_merged_data:
cmd: python /Users/siddhant/housepriceproject/Capstone/src/data/merged_data_preprocessing.py
deps:
- /Users/siddhant/housepriceproject/Capstone/pipeline_generated_data/merged_data.csv
- /Users/siddhant/housepriceproject/Capstone/src/data/merged_data_preprocessing.py
outs:
- /Users/siddhant/housepriceproject/Capstone/pipeline_generated_data/merged_processed.csv
build_features:
cmd: python /Users/siddhant/housepriceproject/Capstone/src/features/build_features.py
deps:
- /Users/siddhant/housepriceproject/Capstone/pipeline_generated_data/merged_processed.csv
- /Users/siddhant/housepriceproject/Capstone/src/features/build_features.py
outs:
- /Users/siddhant/housepriceproject/Capstone/pipeline_generated_data/feature_engineered.csv
treat_outliers:
cmd: python /Users/siddhant/housepriceproject/Capstone/src/features/outliers_treatment.py
deps:
- /Users/siddhant/housepriceproject/Capstone/pipeline_generated_data/feature_engineered.csv
- /Users/siddhant/housepriceproject/Capstone/src/features/outliers_treatment.py
outs:
- /Users/siddhant/housepriceproject/Capstone/pipeline_generated_data/outliers_treated.csv
impute_missing_values:
cmd: python /Users/siddhant/housepriceproject/Capstone/src/features/missing_value_impute.py
deps:
- /Users/siddhant/housepriceproject/Capstone/pipeline_generated_data/outliers_treated.csv
- /Users/siddhant/housepriceproject/Capstone/src/features/missing_value_impute.py
outs:
- /Users/siddhant/housepriceproject/Capstone/pipeline_generated_data/missing_imputed.csv
train_model:
cmd: python /Users/siddhant/housepriceproject/Capstone/src/models/train_model.py
deps:
- /Users/siddhant/housepriceproject/Capstone/pipeline_generated_data/missing_imputed.csv
- /Users/siddhant/housepriceproject/Capstone/src/models/train_model.py
push_model_to_s3:
cmd: python /Users/siddhant/housepriceproject/Capstone/src/models/push_model.py
deps:
- /Users/siddhant/housepriceproject/Capstone/pipeline.pkl
- /Users/siddhant/housepriceproject/Capstone/src/models/push_model.py