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Check FP/FN bias Oversample misclassified examples x5 get US T/Fextract fp/fnextract raceextract genderPositiveNegativeNode 52round percentageAccuracyrecallprecisionround percentageprecisionrecallAccuracyNegativePositivecounterfactualaugmentationNode 67Node 78Node 79Node 80Node 81Node 82Node 83Node 85Node 86Node 87counterfactualaugmentationFinddifficultexamplesOnly difficultDoubledifficultexamplesQuadrupledifficultexamplesextract fp/fnPositiveNegativeAccuracyrecallprecisionround percentageCombineeverythingNode 105Node 106Node 107Node 108Node 125malefemalemalefemaleNode 138Node 139Node 140Node 141Node 142 One to Many Scorer (JavaScript) Column Filter Random ForestLearner Random ForestPredictor CSV Reader Column Filter One to Many CSV Reader Rule Engine Column Filter Column Filter Joiner Column Filter Joiner One to Many GroupBy One to Many Bar Chart Bar Chart Column Filter Scatter Matrix(local) Math Formula Math Formula Bar Chart Math Formula(Multi Column) Math Formula GroupBy Math Formula Math Formula Math Formula(Multi Column) Math Formula Math Formula Math Formula Math Formula Math Formula Rule Engine Concatenate X-Partitioner X-Aggregator Random ForestLearner Random ForestPredictor X-Partitioner Concatenate Column Filter Random ForestLearner Random ForestPredictor X-Aggregator Rule Engine Rule Engine Row Filter Concatenate Concatenate Rule Engine Column Filter Joiner One to Many GroupBy Math Formula Math Formula Math Formula Math Formula Math Formula Math Formula(Multi Column) Concatenate Column Filter Unpivoting Scatter Plot Color Manager VIsualise Bar Chart SMOTE Column Filter Random ForestLearner Random ForestPredictor Bar Chart Row Filter Row Filter Scorer (JavaScript) Scorer (JavaScript) Row Filter Scorer (JavaScript) Row Filter GroupBy Table Creator Color Manager Scatter Plot(Plotly) Table Creator Check FP/FN bias Oversample misclassified examples x5 get US T/Fextract fp/fnextract raceextract genderPositiveNegativeNode 52round percentageAccuracyrecallprecisionround percentageprecisionrecallAccuracyNegativePositivecounterfactualaugmentationNode 67Node 78Node 79Node 80Node 81Node 82Node 83Node 85Node 86Node 87counterfactualaugmentationFinddifficultexamplesOnly difficultDoubledifficultexamplesQuadrupledifficultexamplesextract fp/fnPositiveNegativeAccuracyrecallprecisionround percentageCombineeverythingNode 105Node 106Node 107Node 108Node 125malefemalemalefemaleNode 138Node 139Node 140Node 141Node 142 One to Many Scorer (JavaScript) Column Filter Random ForestLearner Random ForestPredictor CSV Reader Column Filter One to Many CSV Reader Rule Engine Column Filter Column Filter Joiner Column Filter Joiner One to Many GroupBy One to Many Bar Chart Bar Chart Column Filter Scatter Matrix(local) Math Formula Math Formula Bar Chart Math Formula(Multi Column) Math Formula GroupBy Math Formula Math Formula Math Formula(Multi Column) Math Formula Math Formula Math Formula Math Formula Math Formula Rule Engine Concatenate X-Partitioner X-Aggregator Random ForestLearner Random ForestPredictor X-Partitioner Concatenate Column Filter Random ForestLearner Random ForestPredictor X-Aggregator Rule Engine Rule Engine Row Filter Concatenate Concatenate Rule Engine Column Filter Joiner One to Many GroupBy Math Formula Math Formula Math Formula Math Formula Math Formula Math Formula(Multi Column) Concatenate Column Filter Unpivoting Scatter Plot Color Manager VIsualise Bar Chart SMOTE Column Filter Random ForestLearner Random ForestPredictor Bar Chart Row Filter Row Filter Scorer (JavaScript) Scorer (JavaScript) Row Filter Scorer (JavaScript) Row Filter GroupBy Table Creator Color Manager Scatter Plot(Plotly) Table Creator

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