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dvc.lock
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schema: '2.0'
stages:
preprocess_flats:
cmd: python /Users/siddhant/housepriceproject/Capstone/src/data/data_preprocessing.py
deps:
- path: Capstone/data/raw/flats.csv
hash: md5
md5: 1a4e104c204ff38a8849e390d459610d
size: 5724903
- path: Capstone/src/data/data_preprocessing.py
hash: md5
md5: 37a392b3b9a94a8f42eee7bbdb9abfd9
size: 4306
outs:
- path: Capstone/pipeline_generated_data/flats_processed.csv
hash: md5
md5: 70950538760983f4c45edba5d72e267c
size: 3354867
preprocess_houses:
cmd: python /Users/siddhant/housepriceproject/Capstone/src/data/data_preprocessing2.py
deps:
- path: Capstone/data/raw/house.csv
hash: md5
md5: d6d68202706925b4b1b633dbbaeac1a8
size: 2013628
- path: Capstone/src/data/data_preprocessing2.py
hash: md5
md5: aa97324b84e0a987677c2e9d95d1d77e
size: 4437
outs:
- path: Capstone/pipeline_generated_data/house_processed.csv
hash: md5
md5: b90d2358ff53c67dbe68df8997ba31eb
size: 1378479
merge_data:
cmd: python /Users/siddhant/housepriceproject/Capstone/src/data/merged_preprocessing.py
deps:
- path: Capstone/pipeline_generated_data/flats_processed.csv
hash: md5
md5: 70950538760983f4c45edba5d72e267c
size: 3354867
- path: Capstone/pipeline_generated_data/house_processed.csv
hash: md5
md5: b90d2358ff53c67dbe68df8997ba31eb
size: 1378479
- path: Capstone/src/data/merged_preprocessing.py
hash: md5
md5: 8469315d9d07a578d6742b4bdb5cd64c
size: 1875
outs:
- path: Capstone/pipeline_generated_data/merged_data.csv
hash: md5
md5: 524fb773368ef186994949c6c6aa3971
size: 4733059
preprocess_merged_data:
cmd: python /Users/siddhant/housepriceproject/Capstone/src/data/merged_data_preprocessing.py
deps:
- path: Capstone/pipeline_generated_data/merged_data.csv
hash: md5
md5: 524fb773368ef186994949c6c6aa3971
size: 4733059
- path: Capstone/src/data/merged_data_preprocessing.py
hash: md5
md5: f9f9103f21af887367c6e7afb362c4ce
size: 9125
outs:
- path: Capstone/pipeline_generated_data/merged_processed.csv
hash: md5
md5: 702f0a1e6106452d85086136f787f150
size: 3875339
build_features:
cmd: python /Users/siddhant/housepriceproject/Capstone/src/features/build_features.py
deps:
- path: Capstone/pipeline_generated_data/merged_processed.csv
hash: md5
md5: 702f0a1e6106452d85086136f787f150
size: 3875339
- path: Capstone/src/features/build_features.py
hash: md5
md5: 51caa4a7611f36a171186b195fef7b35
size: 16542
outs:
- path: Capstone/pipeline_generated_data/feature_engineered.csv
hash: md5
md5: 2d9766d16246e1aea02ae1516848e614
size: 812927
treat_outliers:
cmd: python /Users/siddhant/housepriceproject/Capstone/src/features/outliers_treatment.py
deps:
- path: Capstone/pipeline_generated_data/feature_engineered.csv
hash: md5
md5: 2d9766d16246e1aea02ae1516848e614
size: 812927
- path: Capstone/src/features/outliers_treatment.py
hash: md5
md5: 0b97a1b2c1afd917ec2fc5cfa030f8c6
size: 6387
outs:
- path: Capstone/pipeline_generated_data/outliers_treated.csv
hash: md5
md5: 82953b41ed63bd0e5c440d045603b217
size: 842549
impute_missing_values:
cmd: python /Users/siddhant/housepriceproject/Capstone/src/features/missing_value_impute.py
deps:
- path: Capstone/pipeline_generated_data/outliers_treated.csv
hash: md5
md5: 82953b41ed63bd0e5c440d045603b217
size: 842549
- path: Capstone/src/features/missing_value_impute.py
hash: md5
md5: d6d8b6c5e9f26a5a568e61adc11f47f5
size: 13200
outs:
- path: Capstone/pipeline_generated_data/missing_imputed.csv
hash: md5
md5: c32ced5f3f850a021b54609598bba8cf
size: 412075
train_model:
cmd: python /Users/siddhant/housepriceproject/Capstone/src/models/train_model.py
deps:
- path: Capstone/pipeline_generated_data/missing_imputed.csv
hash: md5
md5: c32ced5f3f850a021b54609598bba8cf
size: 412075
- path: Capstone/src/models/train_model.py
hash: md5
md5: fde7d8b749cb1788aa418192d91e5467
size: 5347
push_model_to_s3:
cmd: python /Users/siddhant/housepriceproject/Capstone/src/models/push_model.py
deps:
- path: Capstone/pipeline.pkl
hash: md5
md5: c170ab9e65c0e944a03efee004c03650
size: 99277
- path: Capstone/src/models/push_model.py
hash: md5
md5: 615f9c111f2a4a2def53b6ca8831723b
size: 2915