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pipeline.json
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{"metadata": {"timestamp": "05/02/2021 12:51:24"}, "categorical_data_processor": {"category_size_threshold": 5, "forced_categories": {}, "keep_missing": true, "p_value_threshold": 0.001, "regroup": true, "regroup_name": "Other", "scale_contingency_table": true, "_cleaned_categories_by_column": {"workclass": ["Federal-gov", "Self-emp-not-inc", "Self-emp-inc", "Local-gov", "?", "Private"], "fnlwgt": [148995, 123011, 120131, 154374, 125892, 144778, 155659, 159755, 241998, 132879, 130126, 199058, 219155, 127651, 102308, 121124, 202027, 246891, 125933, 104501, 218490, 329980, 170174], "education": ["Doctorate", "1st-4th", "Bachelors", "9th", "5th-6th", "Prof-school", "HS-grad", "Preschool", "Masters", "7th-8th", "Some-college", "10th", "12th", "11th"], "marital-status": ["Divorced", "Married-civ-spouse", "Separated", "Married-spouse-absent", "Never-married", "Widowed"], "occupation": ["Other-service", "Tech-support", "Priv-house-serv", "?", "Machine-op-inspct", "Handlers-cleaners", "Prof-specialty", "Exec-managerial", "Farming-fishing", "Sales", "Protective-serv", "Adm-clerical"], "relationship": ["Own-child", "Not-in-family", "Wife", "Husband", "Unmarried", "Other-relative"], "race": ["Amer-Indian-Eskimo", "Other", "Black"], "sex": ["Male", "Female"], "native-country": ["Columbia", "El-Salvador", "India", "Guatemala", "Dominican-Republic", "Mexico", "Puerto-Rico"]}}, "discretizer": {"auto_adapt_bins": false, "change_endpoint_format": false, "closed": "right", "label_format": "{} - {}", "n_bins": 10, "starting_precision": 0, "strategy": "quantile", "_bins_by_column": {"age": [[17.0, 22.0], [22.0, 26.0], [26.0, 30.0], [30.0, 33.0], [33.0, 37.0], [37.0, 41.0], [41.0, 45.0], [45.0, 50.0], [50.0, 58.0], [58.0, 90.0]], "education-num": [[1.0, 7.0], [7.0, 9.0], [9.0, 10.0], [10.0, 11.0], [11.0, 13.0], [13.0, 16.0]], "capital-gain": null, "capital-loss": null, "hours-per-week": [[1.0, 24.0], [24.0, 35.0], [35.0, 40.0], [40.0, 49.0], [49.0, 55.0], [55.0, 99.0]]}}, "target_encoder": {"imputation_strategy": "mean", "weight": 0.0, "_mapping": {"workclass_processed": {"?": 0.09449171518137035, "Federal-gov": 0.391304347826087, "Local-gov": 0.303353057199211, "Other": 0.26721415034744156, "Private": 0.21716222688920822, "Self-emp-inc": 0.5480557593543653, "Self-emp-not-inc": 0.27868318122555413}, "fnlwgt_processed": {"102308": 0.9, "104501": 0.8571428571428571, "120131": 0.7, "121124": 0.8461538461538461, "123011": 0.7857142857142857, "125892": 0.6666666666666666, "125933": 0.7272727272727273, "127651": 0.6923076923076923, "130126": 0.875, "132879": 0.8, "144778": 0.6666666666666666, "148995": 0.8333333333333334, "154374": 0.8181818181818182, "155659": 0.7272727272727273, "159755": 0.875, "170174": 0.75, "199058": 0.8, "202027": 0.8571428571428571, "218490": 0.7272727272727273, "219155": 0.75, "241998": 0.7272727272727273, "246891": 0.7272727272727273, "329980": 0.7, "Other": 0.23599093531108364}, "education_processed": {"10th": 0.05776173285198556, "11th": 0.05031013094417643, "12th": 0.07142857142857142, "1st-4th": 0.03286384976525822, "5th-6th": 0.0468384074941452, "7th-8th": 0.05952380952380952, "9th": 0.060556464811783964, "Bachelors": 0.413544442702618, "Doctorate": 0.7457264957264957, "HS-grad": 0.15816245429979336, "Masters": 0.5504458000938527, "Other": 0.2527027027027027, "Preschool": 0.0, "Prof-school": 0.7492354740061162, "Some-college": 0.19189838654308272}, "marital-status_processed": {"Divorced": 0.10343525858814646, "Married-civ-spouse": 0.44459918667483705, "Married-spouse-absent": 0.08565737051792828, "Never-married": 0.04565640825866771, "Other": 0.39285714285714285, "Separated": 0.06001622060016221, "Widowed": 0.0864600326264274}, "occupation_processed": {"?": 0.09415439535921463, "Adm-clerical": 0.1368114643976713, "Exec-managerial": 0.47251175148170854, "Farming-fishing": 0.11515664690939881, "Handlers-cleaners": 0.06376638855780692, "Machine-op-inspct": 0.11697806661251016, "Other": 0.2216661760376803, "Other-service": 0.04051282051282051, "Priv-house-serv": 0.0, "Prof-specialty": 0.45615462868769074, "Protective-serv": 0.3188585607940447, "Sales": 0.27192386131883073, "Tech-support": 0.28558718861209964}, "relationship_processed": {"Husband": 0.44690936670458853, "Not-in-family": 0.10227611569426498, "Other-relative": 0.03284072249589491, "Own-child": 0.014752196253936681, "Unmarried": 0.059946170785417176, "Wife": 0.4724622030237581}, "race_processed": {"Amer-Indian-Eskimo": 0.12568306010928962, "Black": 0.11895215183106121, "Other": 0.25333180804209804}, "sex_processed": {"Female": 0.10865690149577617, "Male": 0.30366832250668707}, "native-country_processed": {"Columbia": 0.057971014492753624, "Dominican-Republic": 0.03488372093023256, "El-Salvador": 0.056451612903225805, "Guatemala": 0.04285714285714286, "India": 0.38333333333333336, "Mexico": 0.053164556962025315, "Other": 0.24496296886198932, "Puerto-Rico": 0.11188811188811189}, "age_bin": {"17.0 - 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