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| schema: '2.0' | |
| stages: | |
| download_data: | |
| cmd: uv run predicting_outcomes_in_heart_failure/data/dataset.py | |
| deps: | |
| - path: predicting_outcomes_in_heart_failure/data/dataset.py | |
| hash: md5 | |
| md5: 2896ae3ebb48acbbfa118415494c70ef | |
| size: 559 | |
| outs: | |
| - path: data/raw/heart.csv | |
| hash: md5 | |
| md5: ab21f2524241ed14b321bcaf40c8b86e | |
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| preprocessing: | |
| cmd: uv run predicting_outcomes_in_heart_failure/data/preprocess.py | |
| deps: | |
| - path: data/raw/heart.csv | |
| hash: md5 | |
| md5: ab21f2524241ed14b321bcaf40c8b86e | |
| size: 35921 | |
| - path: predicting_outcomes_in_heart_failure/data/preprocess.py | |
| hash: md5 | |
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| outs: | |
| - path: data/interim/preprocess_artifacts/scaler.joblib | |
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| - path: data/interim/preprocessed.csv | |
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| - path: data/interim/preprocessed_male_only.csv | |
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| - path: data/interim/preprocessed_no_sex_column.csv | |
| hash: md5 | |
| md5: 95d3064bbfef4c8f09d45fe4e1c915d4 | |
| size: 149390 | |
| split_data: | |
| cmd: uv run predicting_outcomes_in_heart_failure/data/split_data.py | |
| deps: | |
| - path: data/interim/preprocessed.csv | |
| hash: md5 | |
| md5: aeb0353e39e219cf0b574ab72b08ac26 | |
| size: 151228 | |
| - path: predicting_outcomes_in_heart_failure/data/split_data.py | |
| hash: md5 | |
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| outs: | |
| - path: data/processed | |
| hash: md5 | |
| md5: 7809f68c8d582ea4f49135f432bab71f.dir | |
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| training: | |
| cmd: uv run predicting_outcomes_in_heart_failure/modeling/train.py | |
| deps: | |
| - path: data/processed/train.csv | |
| hash: md5 | |
| md5: c7af893630cff97ccd3ce364ed1ee6eb | |
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| - path: predicting_outcomes_in_heart_failure/modeling/train.py | |
| hash: md5 | |
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| outs: | |
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| - path: models/logreg.joblib | |
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| - path: models/random_forest.joblib | |
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| - path: reports/decision_tree | |
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| hash: md5 | |
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| hash: md5 | |
| md5: 06127fd0761a967d67577c88fc428426.dir | |
| size: 175536 | |
| nfiles: 2 | |
| evaluation: | |
| cmd: uv run predicting_outcomes_in_heart_failure/modeling/evaluate.py | |
| deps: | |
| - path: data/processed/test.csv | |
| hash: md5 | |
| md5: d06bcd540eff4a5c8e6dd668a2b148ed | |
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| - path: predicting_outcomes_in_heart_failure/modeling/evaluate.py | |
| hash: md5 | |
| md5: ee20dc257b9ac063d61a815401341836 | |
| size: 3256 | |
| split_data@all: | |
| cmd: "uv run predicting_outcomes_in_heart_failure/data/split_data.py --variant | |
| all\n" | |
| deps: | |
| - path: data/interim/preprocessed.csv | |
| hash: md5 | |
| md5: aeb0353e39e219cf0b574ab72b08ac26 | |
| size: 151228 | |
| - path: data/interim/preprocessed_female_only.csv | |
| hash: md5 | |
| md5: 337b3e1dd4f47911997eded603ab3f4b | |
| size: 31966 | |
| - path: data/interim/preprocessed_male_only.csv | |
| hash: md5 | |
| md5: 9fa26adfc62e4ccd77089627dbe01f5d | |
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| - path: data/interim/preprocessed_no_sex_column.csv | |
| hash: md5 | |
| md5: 95d3064bbfef4c8f09d45fe4e1c915d4 | |
| size: 149390 | |
| - path: predicting_outcomes_in_heart_failure/data/split_data.py | |
| hash: md5 | |
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| outs: | |
| - path: data/processed/all | |
| hash: md5 | |
| md5: 7809f68c8d582ea4f49135f432bab71f.dir | |
| size: 149721 | |
| nfiles: 2 | |
| split_data@female: | |
| cmd: "uv run predicting_outcomes_in_heart_failure/data/split_data.py --variant | |
| female\n" | |
| deps: | |
| - path: data/interim/preprocessed.csv | |
| hash: md5 | |
| md5: aeb0353e39e219cf0b574ab72b08ac26 | |
| size: 151228 | |
| - path: data/interim/preprocessed_female_only.csv | |
| hash: md5 | |
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| hash: md5 | |
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| - path: predicting_outcomes_in_heart_failure/data/split_data.py | |
| hash: md5 | |
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| md5: d873e58476d480ce41edfc7806cbde86.dir | |
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| split_data@male: | |
| cmd: "uv run predicting_outcomes_in_heart_failure/data/split_data.py --variant | |
| male\n" | |
| deps: | |
| - path: data/interim/preprocessed.csv | |
| hash: md5 | |
| md5: aeb0353e39e219cf0b574ab72b08ac26 | |
| size: 151228 | |
| - path: data/interim/preprocessed_female_only.csv | |
| hash: md5 | |
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| - path: data/interim/preprocessed_male_only.csv | |
| hash: md5 | |
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| - path: data/interim/preprocessed_no_sex_column.csv | |
| hash: md5 | |
| md5: 95d3064bbfef4c8f09d45fe4e1c915d4 | |
| size: 149390 | |
| - path: predicting_outcomes_in_heart_failure/data/split_data.py | |
| hash: md5 | |
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| split_data@nosex: | |
| cmd: "uv run predicting_outcomes_in_heart_failure/data/split_data.py --variant | |
| nosex\n" | |
| deps: | |
| - path: data/interim/preprocessed.csv | |
| hash: md5 | |
| md5: aeb0353e39e219cf0b574ab72b08ac26 | |
| size: 151228 | |
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| hash: md5 | |
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| - path: predicting_outcomes_in_heart_failure/data/split_data.py | |
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| nfiles: 2 | |
| training@0: | |
| cmd: "uv run predicting_outcomes_in_heart_failure/modeling/train.py --variant | |
| all --model logreg\n" | |
| deps: | |
| - path: data/processed/all/train.csv | |
| hash: md5 | |
| md5: c7af893630cff97ccd3ce364ed1ee6eb | |
| size: 104547 | |
| - path: predicting_outcomes_in_heart_failure/modeling/train.py | |
| hash: md5 | |
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| outs: | |
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| nfiles: 2 | |
| training@1: | |
| cmd: "uv run predicting_outcomes_in_heart_failure/modeling/train.py --variant | |
| all --model random_forest\n" | |
| deps: | |
| - path: data/processed/all/train.csv | |
| hash: md5 | |
| md5: c7af893630cff97ccd3ce364ed1ee6eb | |
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| - path: predicting_outcomes_in_heart_failure/modeling/train.py | |
| hash: md5 | |
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| outs: | |
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| training@2: | |
| cmd: "uv run predicting_outcomes_in_heart_failure/modeling/train.py --variant | |
| all --model decision_tree\n" | |
| deps: | |
| - path: data/processed/all/train.csv | |
| hash: md5 | |
| md5: c7af893630cff97ccd3ce364ed1ee6eb | |
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| - path: predicting_outcomes_in_heart_failure/modeling/train.py | |
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| md5: ee869eabad22f17701ddd17ddb2f5474.dir | |
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| training@3: | |
| cmd: "uv run predicting_outcomes_in_heart_failure/modeling/train.py --variant | |
| female --model logreg\n" | |
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| - path: data/processed/female/train.csv | |
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| training@4: | |
| cmd: "uv run predicting_outcomes_in_heart_failure/modeling/train.py --variant | |
| female --model random_forest\n" | |
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| - path: data/processed/female/train.csv | |
| hash: md5 | |
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| training@5: | |
| cmd: "uv run predicting_outcomes_in_heart_failure/modeling/train.py --variant | |
| female --model decision_tree\n" | |
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| - path: data/processed/female/train.csv | |
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| training@6: | |
| cmd: "uv run predicting_outcomes_in_heart_failure/modeling/train.py --variant | |
| male --model logreg\n" | |
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| - path: data/processed/male/train.csv | |
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| training@7: | |
| cmd: "uv run predicting_outcomes_in_heart_failure/modeling/train.py --variant | |
| male --model random_forest\n" | |
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| training@8: | |
| cmd: "uv run predicting_outcomes_in_heart_failure/modeling/train.py --variant | |
| male --model decision_tree\n" | |
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| - path: data/processed/male/train.csv | |
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| training@9: | |
| cmd: "uv run predicting_outcomes_in_heart_failure/modeling/train.py --variant | |
| nosex --model logreg\n" | |
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| training@10: | |
| cmd: "uv run predicting_outcomes_in_heart_failure/modeling/train.py --variant | |
| nosex --model random_forest\n" | |
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| - path: data/processed/nosex/train.csv | |
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| training@11: | |
| cmd: "uv run predicting_outcomes_in_heart_failure/modeling/train.py --variant | |
| nosex --model decision_tree\n" | |
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| - path: data/processed/nosex/train.csv | |
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| evaluation@0: | |
| cmd: "uv run predicting_outcomes_in_heart_failure/modeling/evaluate.py --variant | |
| all --model logreg\n" | |
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| - path: data/processed/all/test.csv | |
| hash: md5 | |
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| evaluation@1: | |
| cmd: "uv run predicting_outcomes_in_heart_failure/modeling/evaluate.py --variant | |
| all --model random_forest\n" | |
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| - path: data/processed/all/test.csv | |
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| evaluation@2: | |
| cmd: "uv run predicting_outcomes_in_heart_failure/modeling/evaluate.py --variant | |
| all --model decision_tree\n" | |
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| - path: data/processed/all/test.csv | |
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| evaluation@3: | |
| cmd: "uv run predicting_outcomes_in_heart_failure/modeling/evaluate.py --variant | |
| female --model logreg\n" | |
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| evaluation@4: | |
| cmd: "uv run predicting_outcomes_in_heart_failure/modeling/evaluate.py --variant | |
| female --model random_forest\n" | |
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| - path: data/processed/female/test.csv | |
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| evaluation@5: | |
| cmd: "uv run predicting_outcomes_in_heart_failure/modeling/evaluate.py --variant | |
| female --model decision_tree\n" | |
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| evaluation@6: | |
| cmd: "uv run predicting_outcomes_in_heart_failure/modeling/evaluate.py --variant | |
| male --model logreg\n" | |
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| evaluation@7: | |
| cmd: "uv run predicting_outcomes_in_heart_failure/modeling/evaluate.py --variant | |
| male --model random_forest\n" | |
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| evaluation@8: | |
| cmd: "uv run predicting_outcomes_in_heart_failure/modeling/evaluate.py --variant | |
| male --model decision_tree\n" | |
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| - path: data/processed/male/test.csv | |
| hash: md5 | |
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| evaluation@9: | |
| cmd: "uv run predicting_outcomes_in_heart_failure/modeling/evaluate.py --variant | |
| nosex --model logreg\n" | |
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| evaluation@10: | |
| cmd: "uv run predicting_outcomes_in_heart_failure/modeling/evaluate.py --variant | |
| nosex --model random_forest\n" | |
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| evaluation@11: | |
| cmd: "uv run predicting_outcomes_in_heart_failure/modeling/evaluate.py --variant | |
| nosex --model decision_tree\n" | |
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