{
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            "weightMethod": "CLASS_WEIGHT"
        },
        "calibration": {
            "calibrationMethod": "NO_CALIBRATION"
        },
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            "ascending": true
        },
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            "containerSelection": {
                "containerMode": "INHERIT"
            },
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                    "conf": []
                },
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            },
            "envSelection": {
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            "gpuConfig": {
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                    "useGpu": true,
                    "gpuList": [
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                    ],
                    "perGPUMemoryFraction": 0.5,
                    "gpuAllowGrowth": false
                },
                "disabledCapabilities": []
            }
        },
        "partitionedModel": {
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                "maxReadUncompressedBytes": -1,
                "ordering": {
                    "rules": [],
                    "enabled": false
                },
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                "samplingMethod": "FULL"
            },
            "enabled": false
        },
        "target_variable": "authorized_flag"
    },
    "partSource": "ACTIVE_VERSION",
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        "maxProcessedMemTableBytes": -1,
        "sorting": [],
        "contextProjectKey": "CREDITCARDFRAUDSTART3",
        "columnsSelection": {
            "mode": "ALL"
        },
        "columnWidthsByName": {},
        "analysisColumnData": {},
        "exploreUIParams": {},
        "vizSampling": {
            "autoRefreshSample": false,
            "_refreshTrigger": 0
        },
        "coloring": {
            "scheme": "MEANING_AND_STATUS",
            "valueColoringMode": "HASH",
            "individualColumns": []
        },
        "steps": [],
        "globalSearchQuery": "",
        "previewMode": "ALL_ROWS",
        "explorationSampling": {
            "autoRefreshSample": false,
            "selection": {
                "targetRatio": 0.02,
                "maxReadUncompressedBytes": -1,
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                },
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                "samplingMethod": "HEAD_SEQUENTIAL"
            },
            "_refreshTrigger": 0
        },
        "explorationFilters": []
    },
    "splitParams": {
        "kfold": false,
        "splitBeforePrepare": true,
        "instanceIdRefresher": 0,
        "ttPolicy": "SPLIT_SINGLE_DATASET",
        "testOnLargerValues": true,
        "ssdSplitMode": "RANDOM",
        "ssdSelection": {
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            "maxReadUncompressedBytes": -1,
            "ordering": {
                "rules": [],
                "enabled": false
            },
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                "enabled": false
            },
            "withinFirstN": -1,
            "maxRecords": 100000,
            "partitionSelectionMethod": "ALL",
            "useMemTable": false,
            "samplingMethod": "HEAD_SEQUENTIAL"
        },
        "subSamplingSeed": 1337,
        "ssdSeed": 1337,
        "nFolds": 5,
        "ssdTrainingRatio": 0.8
    },
    "generatingModelId": "A-CREDITCARDFRAUDSTART3-LvXsfpWd-MbtGxk2T-s1-pp1-m1",
    "backendType": "PY_MEMORY",
    "sparkParams": {
        "sparkUseGlobalMetastore": false,
        "sparkExecutionEngine": "SPARK_SUBMIT",
        "sparkPreparedDFStorageLevel": "MEMORY_AND_DISK",
        "pipelineAllowMerge": true,
        "pipelineAllowStart": true,
        "sparkConf": {
            "inheritConf": "default",
            "conf": []
        },
        "sparkRepartitionNonHDFS": 1
    },
    "preprocessing": {
        "preprocessingFitSampleSeed": 1337,
        "feature_selection_params": {
            "custom_params": {
                "code": "# type your code here"
            },
            "pca_params": {
                "variance_proportion": 0.9,
                "n_features": 25
            },
            "random_forest_params": {
                "depth": 10,
                "n_features": 25,
                "n_trees": 30
            },
            "lasso_params": {
                "alpha": [
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                    0.1,
                    1.0,
                    10.0,
                    100.0
                ],
                "cross_validate": true
            },
            "method": "NONE",
            "correlation_params": {
                "max_abs_correlation": 1.0,
                "n_features": 25,
                "min_abs_correlation": 0.0
            }
        },
        "preprocessingFitSampleRatio": 1.0,
        "reduce": {
            "enabled": false,
            "kept_variance": 0.0
        },
        "skipPreprocessing": false,
        "target_remapping": [
            {
                "mappedValue": 0,
                "sourceValue": "0",
                "sampleFreq": 937
            },
            {
                "mappedValue": 1,
                "sourceValue": "1",
                "sampleFreq": 9063
            }
        ],
        "feature_generation": {
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                "interactions": []
            },
            "pairwise_linear": {
                "behavior": "DISABLED"
            },
            "categoricals_count_transformer": {
                "input_features": [],
                "all_features": false,
                "behavior": "DISABLED"
            },
            "polynomial_combinations": {
                "behavior": "DISABLED"
            },
            "numericals_clustering": {
                "k": 0,
                "input_features": [],
                "all_features": false,
                "behavior": "DISABLED"
            }
        },
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                "sendToInput": "main",
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                    "recordedMeaning": "Date"
                },
                "role": "INPUT",
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                "missing_handling": "IMPUTE",
                "missing_impute_with": "MEAN",
                "type": "NUMERIC",
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            },
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                "sendToInput": "main",
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                "customProcessorWantsMatrix": false,
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                },
                "role": "INPUT",
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                "missing_impute_with": "MEAN",
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            },
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                },
                "role": "INPUT",
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                "missing_impute_with": "MEAN",
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            },
            "purchase_amount_max": {
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                "sendToInput": "main",
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                "customProcessorWantsMatrix": false,
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                "binarize_threshold_mode": "MEDIAN",
                "state": {
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                    "autoModifiedByDSS": false,
                    "recordedMeaning": "DoubleMeaning"
                },
                "role": "INPUT",
                "quantile_bin_nb_bins": 4,
                "binarize_constant_threshold": 0.0,
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                "missing_impute_with": "MEAN",
                "type": "NUMERIC",
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            },
            "card_age": {
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                "sendToInput": "main",
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                "customHandlingCode": "",
                "customProcessorWantsMatrix": false,
                "numerical_handling": "REGULAR",
                "binarize_threshold_mode": "MEDIAN",
                "state": {
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                    "recordedMeaning": "LongMeaning"
                },
                "role": "INPUT",
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                "missing_impute_with": "MEAN",
                "type": "NUMERIC",
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                "customProcessorWantsMatrix": false,
                "sendToInput": "main",
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                    "autoModifiedByDSS": false,
                    "recordedMeaning": "LongMeaning"
                },
                "role": "REJECT",
                "binarize_constant_threshold": 0.0,
                "quantile_bin_nb_bins": 4,
                "autoReason": "REJECT_ZERO_VARIANCE",
                "type": "NUMERIC",
                "impute_constant_value": 0.0
            },
            "card_latitude": {
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                "sendToInput": "main",
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                "customHandlingCode": "",
                "customProcessorWantsMatrix": false,
                "numerical_handling": "REGULAR",
                "binarize_threshold_mode": "MEDIAN",
                "state": {
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                    "recordedMeaning": "DoubleMeaning"
                },
                "role": "INPUT",
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                "missing_handling": "IMPUTE",
                "missing_impute_with": "MEAN",
                "type": "NUMERIC",
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            },
            "w2_purchase_amount_avg": {
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                "sendToInput": "main",
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                "customHandlingCode": "",
                "customProcessorWantsMatrix": false,
                "numerical_handling": "REGULAR",
                "binarize_threshold_mode": "MEDIAN",
                "state": {
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                    "recordedMeaning": "DoubleMeaning"
                },
                "role": "INPUT",
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                "missing_handling": "IMPUTE",
                "missing_impute_with": "MEAN",
                "type": "NUMERIC",
                "impute_constant_value": 0.0
            },
            "purchase_dow": {
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                "sendToInput": "main",
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                "customHandlingCode": "",
                "customProcessorWantsMatrix": false,
                "numerical_handling": "REGULAR",
                "binarize_threshold_mode": "MEDIAN",
                "state": {
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                    "autoModifiedByDSS": false,
                    "recordedMeaning": "LongMeaning"
                },
                "role": "INPUT",
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                "missing_handling": "IMPUTE",
                "missing_impute_with": "MEAN",
                "type": "NUMERIC",
                "impute_constant_value": 0.0
            },
            "days_active": {
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                "sendToInput": "main",
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                "customHandlingCode": "",
                "customProcessorWantsMatrix": false,
                "numerical_handling": "REGULAR",
                "binarize_threshold_mode": "MEDIAN",
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                    "recordedMeaning": "LongMeaning"
                },
                "role": "INPUT",
                "quantile_bin_nb_bins": 4,
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                "missing_handling": "IMPUTE",
                "missing_impute_with": "MEAN",
                "type": "NUMERIC",
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            },
            "purchase_year": {
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                "customHandlingCode": "",
                "customProcessorWantsMatrix": false,
                "sendToInput": "main",
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                "state": {
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                    "autoModifiedByDSS": false,
                    "recordedMeaning": "LongMeaning"
                },
                "role": "REJECT",
                "binarize_constant_threshold": 0.0,
                "quantile_bin_nb_bins": 4,
                "autoReason": "REJECT_ZERO_VARIANCE",
                "type": "NUMERIC",
                "impute_constant_value": 0.0
            },
            "merchant_location": {
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                "min_samples": 10,
                "hash_whole_categories": false,
                "customHandlingCode": "",
                "customProcessorWantsMatrix": false,
                "nb_bins_hashing": 1048576,
                "sendToInput": "main",
                "state": {
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                    "autoModifiedByDSS": false,
                    "recordedMeaning": "GeoPoint"
                },
                "role": "INPUT",
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                "dummy_clip": "MAX_NB_CATEGORIES",
                "missing_handling": "NONE",
                "dummy_drop": "NONE",
                "missing_impute_with": "MODE",
                "type": "CATEGORY",
                "max_cat_safety": 200,
                "category_handling": "DUMMIFY"
            },
            "purchase_date": {
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                "min_samples": 10,
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                "nb_bins_hashing": 1048576,
                "sendToInput": "main",
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                    "recordedMeaning": "DateSource"
                },
                "role": "INPUT",
                "max_nb_categories": 100,
                "dummy_clip": "MAX_NB_CATEGORIES",
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                "dummy_drop": "NONE",
                "missing_impute_with": "MODE",
                "type": "CATEGORY",
                "max_cat_safety": 200,
                "category_handling": "DUMMIFY"
            },
            "merchant_latitude": {
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                "sendToInput": "main",
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                "customHandlingCode": "",
                "customProcessorWantsMatrix": false,
                "numerical_handling": "REGULAR",
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                "state": {
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                    "recordedMeaning": "DoubleMeaning"
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                "missing_handling": "IMPUTE",
                "missing_impute_with": "MEAN",
                "type": "NUMERIC",
                "impute_constant_value": 0.0
            },
            "merchant_cardholder_distance": {
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                "sendToInput": "main",
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                "missing_impute_with": "MEAN",
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            },
            "purchase_month": {
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                "sendToInput": "main",
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                "missing_impute_with": "MEAN",
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            },
            "purchase_date_parsed": {
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                "missing_impute_with": "MEAN",
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            },
            "transaction_id": {
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                "sendToInput": "main",
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                "role": "REJECT",
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                "autoReason": "REJECT_IDENTIFIER",
                "type": "NUMERIC",
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            },
            "card_state_enName": {
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            "card_first_active_month": {
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                "role": "INPUT",
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                "dummy_drop": "NONE",
                "missing_impute_with": "MODE",
                "type": "CATEGORY",
                "max_cat_safety": 200,
                "category_handling": "DUMMIFY"
            },
            "authorized_flag": {
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                "role": "TARGET",
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                "quantile_bin_nb_bins": 4,
                "type": "NUMERIC",
                "impute_constant_value": 0.0
            },
            "merchant_category_id": {
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                "missing_impute_with": "MEAN",
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            },
            "purchase_amount_avg": {
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                "sendToInput": "main",
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                    "recordedMeaning": "DoubleMeaning"
                },
                "role": "INPUT",
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                "missing_handling": "IMPUTE",
                "missing_impute_with": "MEAN",
                "type": "NUMERIC",
                "impute_constant_value": 0.0
            },
            "merchant_longitude": {
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                "sendToInput": "main",
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                "customProcessorWantsMatrix": false,
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