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ds_​jobs_​official_​v7

Replacing ColumnsImports the databaseRemoves non-standard textSalary MeanRemoves thesecond rowCleaning salary variableBinning SalaryDecision Tree ModelAge binnedCode Experience BinnedML Experience Binned Random Forest ModelVariableselectionTo count missing valuesPlots a histogram comparing salariesCountry zones BinningReplace ? with Eastern Asia,while all missing data with "Missing"Filters by data scientistsGradient Boosting ModelMLP ModelPuts together theaccuracy of modelsDescriptive partSorts byaccuracyInput port for allthe models (does nothing)Salary Bin renamingChanges theorderof inputcolumnsOverallData ScientistsPython Script (1⇒1) Python Source Column Filter Cell Replacer Nominal ValueRow Filter Python Script (1⇒1) Auto-Binner Decision Tree Rule Engine Rule Engine Rule Engine Random Forest Column Filter Statistics Histogram (local) Rule Engine Missing Value Nominal ValueRow Filter Gradient Boosting MLP Concatenate(Optional in) DescriptiveStatistics Sorter Control Metanode Rule Engine Column Resorter Cramer's V andCrossTab Analysis Cramer's V andCrossTab Analysis Replacing ColumnsImports the databaseRemoves non-standard textSalary MeanRemoves thesecond rowCleaning salary variableBinning SalaryDecision Tree ModelAge binnedCode Experience BinnedML Experience Binned Random Forest ModelVariableselectionTo count missing valuesPlots a histogram comparing salariesCountry zones BinningReplace ? with Eastern Asia,while all missing data with "Missing"Filters by data scientistsGradient Boosting ModelMLP ModelPuts together theaccuracy of modelsDescriptive partSorts byaccuracyInput port for allthe models (does nothing)Salary Bin renamingChanges theorderof inputcolumnsOverallData ScientistsPython Script (1⇒1) Python Source Column Filter Cell Replacer Nominal ValueRow Filter Python Script (1⇒1) Auto-Binner Decision Tree Rule Engine Rule Engine Rule Engine Random Forest Column Filter Statistics Histogram (local) Rule Engine Missing Value Nominal ValueRow Filter Gradient Boosting MLP Concatenate(Optional in) DescriptiveStatistics Sorter Control Metanode Rule Engine Column Resorter Cramer's V andCrossTab Analysis Cramer's V andCrossTab Analysis

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