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New QValue Model

QUANTITATIVE Variables to QValue Clusters:
1) Reads each Polygon's Quantitative data,
2) Automatically Clusters the data based on SPPSF using the Cascading KMeans algorithm,
3) Assigns the Quantitative data for each ListingId to a derived Cluster, and
4) Outputs all Quantitative data to be Joined with:
A) PreSet Qualitative data, and
B) FreeForm Qualitative data after each's respective processing.

PolygonQUANTITATIVEVariablesFEEDASCENDINGPreProcessedSPPSFReduce toPRESETColumnsSold PriceTargetRegressionQUANTITATIVEVariablesSold PriceRegressionOutputSplit DataforRegressionLearnerand PredictorRegressionSold PricePredictionAccuracyScoringof SOLD PRICEPredictionsDeal withBlank Cellsfor RegressionsScatter PlotAlignDescendingLEVELSwith SPPSFand SOLD PRICEAlignDescendingLEVELSwith SPPSFand SOLD PRICEArrangeDescendingMean SPPSFConfirmQValueAccuracyArrangeDescendingMean SPPSFConfirmQValueAccuracyKey QUANTITATIVEVariablesClustered byLEVELSMean and Median(with COUNT)Key QUANTITATIVEVariablesClustered byLEVELSMean and Median(with ListingId)PolygonASCENDINGSPPSFOnlyFullQUANTITATIVEVariablesDICTKMeans7Ranch OnlyQUANTITATIVEVariablesCorrelationMatrix 2CorrelationMatrix 1RemoveHigh CorrelationVariblesat ThresholdListingId& SPPSFfor ClusteringClusterAssignmentby SPPSFClusterAnalysisby SPPSFAssign QValuesvia DictionaryAverageCluster SPPSFto QValueClusterAssignmentandClusterAverageSPPSFto EachListingIdAverageCluster SPPSFto QValueClean UpDecimalsRemoveClusterColumnOrganizeVariablesforAnalysesRemoveLow VarianceVariablesat ThresholdVariablesPassingCollinearityandLow VarianceThresholdsVariablesPassingCollinearityandLow VarianceThreasholdsby ListingIdSplit DataforRegressionLearnerand PredictorSPPSFRegressionOutputScatter PlotAccuracyScoringof SPPSFPredictionsRegressionSold PricePredictionSPPSFTargetRegressionQUANTITATIVEVariablesPropertyQValueAssignment& OtherPertinentInformationSplit DataforRegressionLearnerand PredictorClusterAssignmentby SPPSFAccuracyScoringof SPPSFPredictionsBaselineALL Propertiesin PolygonQUANTITATIVEVariablesFullQUANTITATIVEVariablesScatter PlotClusterAnalysisby SPPSFCorrelationMatrix 1SPPSFTargetRegressionQUANTITATIVEVariablesSold PriceRegressionOutputSold PriceTargetRegressionQUANTITATIVEVariablesClean UpDecimalsVariablesPassingCollinearityandLow VarianceThreasholdsby ListingIdRemoveClusterColumnAverageCluster SPPSFto QValueScatter PlotSPPSFRegressionOutputDICTKMeans9VariablesPassingCollinearityandLow VarianceThresholdsAccuracyScoringof SOLD PRICEPredictionsRemoveHigh CorrelationVariblesat ThresholdPropertyQValueAssignment& OtherPertinentInformationAssign QValuesvia DictionaryDeal withBlank Cellsfor RegressionsClusterAssignmentandClusterAverageSPPSFto EachListingIdSplit DataforRegressionLearnerand PredictorOrganizeVariablesforAnalysesRemoveLow VarianceVariablesat ThresholdRegressionSold PricePredictionRegressionSold PricePredictionAverageCluster SPPSFto QValueCorrelationMatrix 2ListingId& SPPSFfor ClusteringLocalStorageAccuracyScoringof PredictionsSPPSFTarget H20 Random ForestRegressionQUANTITATIVEVariablesH20 RFRPredictionLocalStorageSOLD PRICETarget H20 Random ForestRegressionQUANTITATIVEVariablesH20 RFRPredictionDeal withBlank Cellsfor RegressionsVariableImportanceMeasuresPartitionfor Learningand PredictionSplit DataforRegressionLearnerand PredictorSPPSFTargetRandom ForestRegressionQUANTITATIVEVariablesNode 2324SOLD PRICETargetRandom ForestRegressionQUANTITATIVEVariablesSold PriceRandom ForestRegressionPredictionNode 2327ModelAccuracyTestingNode 2329SPPSFRandom ForestRegressionPredictionH20 RFRLearningAccuracyScoringof PredictionsH20 RFRLearningDeal withBlank Cellsfor RegressionsAdjust Variablesfor AnalysisIf DesiredSPPSFRandomForestRegressionOutputSold PriceRandomForestRegressionOutputNode 2338ModelAccuracyTestingAdjust Variablesfor AnalysisIf DesiredPartitionfor Learningand PredictionSplit DataforRegressionLearnerand PredictorNode 2343VariableImportanceMeasuresNode 2345H20 RFRPredictionDeal withBlank Cellsfor RegressionsSold PriceRandom ForestRegressionPredictionPartitionfor Learningand PredictionAccuracyScoringof PredictionsRunLocallyNode 2352SOLD PRICETarget H20 Random ForestRegressionQUANTITATIVEVariablesDeal withBlank Cellsfor RegressionsRunLocallyPartitionfor Learningand PredictionSold PriceRandomForestRegressionOutputH20 RFRPredictionH20 RFRLearningNode 2360Adjust Variablesfor AnalysisIf DesiredSPPSFRandomForestRegressionOutputModelAccuracyTestingNode 2364VariableImportanceMeasuresNode 2366AccuracyScoringof PredictionsNode 2368SPPSFTarget H20 Random ForestRegressionQUANTITATIVEVariablesModelAccuracyTestingVariableImportanceMeasuresH20 RFRLearningAdjust Variablesfor AnalysisIf DesiredSold PriceTargetRandom ForestRegressionQUANTITATIVEVariablesSPPSFRandom ForestRegressionPredictionNode 2376SPPSFTargetRandom ForestRegressionQUANTITATIVEVariablesSplit DataforRegressionLearnerand PredictorSplit DataforRegressionLearnerand PredictorH20 GBLearningH20 GBPredictionPartitionfor Learningand PredictionNode 2453SPPSFH20Gradient BoostingRegressionQUANTITATIVEVariablesAdjust Variablesfor AnalysisIf DesiredModelAccuracyTestingNode 2462SOLD PRICEH20Gradient BoostingRegressionQUANTITATIVEVariablesH20 GBLearningModelAccuracyTestingH20 GBPredictionAdjust Variablesfor AnalysisIf DesiredRunLocallyPartitionfor Learningand PredictionSPPSFH20Gradient BoostingRegressionQUANTITATIVEVariablesH20 GBLearningRunLocallyNode 2473ModelAccuracyTestingH20 GBPredictionAdjust Variablesfor AnalysisIf DesiredAdjust Variablesfor AnalysisIf DesiredSOLD PRICEH20Gradient BoostingRegressionQUANTITATIVEVariablesH20 GBLearningRunLocallyPartitionfor Learningand PredictionPartitionfor Learningand PredictionH20 GBPredictionModelAccuracyTestingExcel Reader (XLS) Column Filter Column Filter Linear RegressionLearner Partitioning RegressionPredictor Numeric Scorer Missing Value Scatter Plot(local) Column Resorter Column Resorter Sorter Sorter GroupBy GroupBy Column Filter Column Filter Excel Reader (XLS) Nominal ValueRow Filter Rank Correlation Linear Correlation Correlation Filter Column Filter Cluster Assigner k-Means Cell Replacer Column Rename Joiner Joiner Double To Int Column Filter Column Resorter Low Variance Filter ReferenceColumn Filter Joiner Partitioning Linear RegressionLearner Scatter Plot(local) Numeric Scorer RegressionPredictor Column Filter Column Filter Partitioning Cluster Assigner Numeric Scorer Nominal ValueRow Filter Column Filter Scatter Plot(local) k-Means Linear Correlation Column Filter Linear RegressionLearner Column Filter Double To Int Joiner Column Filter Joiner Scatter Plot(local) Linear RegressionLearner Excel Reader (XLS) ReferenceColumn Filter Numeric Scorer Correlation Filter Column Filter Cell Replacer Missing Value Joiner Partitioning Column Resorter Low Variance Filter RegressionPredictor RegressionPredictor Column Rename Rank Correlation Column Filter H2O Local Context Numeric Scorer Table to H2O H2O Predictor(Regression) H2O Local Context Table to H2O H2O Predictor(Regression) Missing Value Math Formula H2O Partitioning Partitioning Column Filter H2O Statistics Column Filter Random Forest Predictor(Regression) Tree EnsembleStatistics H2O Numeric Scorer Tree EnsembleStatistics Random Forest Predictor(Regression) H2O Random ForestLearner (Regression) Numeric Scorer H2O Random ForestLearner (Regression) Missing Value H2O Column Filter Random Forest Learner(Regression) Random Forest Learner(Regression) H2O Statistics H2O Numeric Scorer H2O Column Filter H2O Partitioning Partitioning Cache Math Formula Cache H2O Predictor(Regression) Missing Value Random Forest Predictor(Regression) H2O Partitioning Numeric Scorer H2O Local Context Cache Table to H2O Missing Value H2O Local Context H2O Partitioning Random Forest Learner(Regression) H2O Predictor(Regression) H2O Random ForestLearner (Regression) H2O Statistics H2O Column Filter Random Forest Learner(Regression) H2O Numeric Scorer Tree EnsembleStatistics Math Formula Cache Numeric Scorer H2O Statistics Table to H2O H2O Numeric Scorer Math Formula H2O Random ForestLearner (Regression) H2O Column Filter Column Filter Random Forest Predictor(Regression) Tree EnsembleStatistics Column Filter Partitioning Partitioning H2O Gradient Boosting MachineLearner (Regression) H2O Predictor(Regression) H2O Partitioning H2O Local Context Table to H2O H2O Column Filter H2O Numeric Scorer Cache Table to H2O H2O Gradient Boosting MachineLearner (Regression) H2O Numeric Scorer H2O Predictor(Regression) H2O Column Filter H2O Local Context H2O Partitioning Table to H2O H2O Gradient Boosting MachineLearner (Regression) H2O Local Context Cache H2O Numeric Scorer H2O Predictor(Regression) H2O Column Filter H2O Column Filter Table to H2O H2O Gradient Boosting MachineLearner (Regression) H2O Local Context H2O Partitioning H2O Partitioning H2O Predictor(Regression) H2O Numeric Scorer PolygonQUANTITATIVEVariablesFEEDASCENDINGPreProcessedSPPSFReduce toPRESETColumnsSold PriceTargetRegressionQUANTITATIVEVariablesSold PriceRegressionOutputSplit DataforRegressionLearnerand PredictorRegressionSold PricePredictionAccuracyScoringof SOLD PRICEPredictionsDeal withBlank Cellsfor RegressionsScatter PlotAlignDescendingLEVELSwith SPPSFand SOLD PRICEAlignDescendingLEVELSwith SPPSFand SOLD PRICEArrangeDescendingMean SPPSFConfirmQValueAccuracyArrangeDescendingMean SPPSFConfirmQValueAccuracyKey QUANTITATIVEVariablesClustered byLEVELSMean and Median(with COUNT)Key QUANTITATIVEVariablesClustered byLEVELSMean and Median(with ListingId)PolygonASCENDINGSPPSFOnlyFullQUANTITATIVEVariablesDICTKMeans7Ranch OnlyQUANTITATIVEVariablesCorrelationMatrix 2CorrelationMatrix 1RemoveHigh CorrelationVariblesat ThresholdListingId& SPPSFfor ClusteringClusterAssignmentby SPPSFClusterAnalysisby SPPSFAssign QValuesvia DictionaryAverageCluster SPPSFto QValueClusterAssignmentandClusterAverageSPPSFto EachListingIdAverageCluster SPPSFto QValueClean UpDecimalsRemoveClusterColumnOrganizeVariablesforAnalysesRemoveLow VarianceVariablesat ThresholdVariablesPassingCollinearityandLow VarianceThresholdsVariablesPassingCollinearityandLow VarianceThreasholdsby ListingIdSplit DataforRegressionLearnerand PredictorSPPSFRegressionOutputScatter PlotAccuracyScoringof SPPSFPredictionsRegressionSold PricePredictionSPPSFTargetRegressionQUANTITATIVEVariablesPropertyQValueAssignment& OtherPertinentInformationSplit DataforRegressionLearnerand PredictorClusterAssignmentby SPPSFAccuracyScoringof SPPSFPredictionsBaselineALL Propertiesin PolygonQUANTITATIVEVariablesFullQUANTITATIVEVariablesScatter PlotClusterAnalysisby SPPSFCorrelationMatrix 1SPPSFTargetRegressionQUANTITATIVEVariablesSold PriceRegressionOutputSold PriceTargetRegressionQUANTITATIVEVariablesClean UpDecimalsVariablesPassingCollinearityandLow VarianceThreasholdsby ListingIdRemoveClusterColumnAverageCluster SPPSFto QValueScatter PlotSPPSFRegressionOutputDICTKMeans9VariablesPassingCollinearityandLow VarianceThresholdsAccuracyScoringof SOLD PRICEPredictionsRemoveHigh CorrelationVariblesat ThresholdPropertyQValueAssignment& OtherPertinentInformationAssign QValuesvia DictionaryDeal withBlank Cellsfor RegressionsClusterAssignmentandClusterAverageSPPSFto EachListingIdSplit DataforRegressionLearnerand PredictorOrganizeVariablesforAnalysesRemoveLow VarianceVariablesat ThresholdRegressionSold PricePredictionRegressionSold PricePredictionAverageCluster SPPSFto QValueCorrelationMatrix 2ListingId& SPPSFfor ClusteringLocalStorageAccuracyScoringof PredictionsSPPSFTarget H20 Random ForestRegressionQUANTITATIVEVariablesH20 RFRPredictionLocalStorageSOLD PRICETarget H20 Random ForestRegressionQUANTITATIVEVariablesH20 RFRPredictionDeal withBlank Cellsfor RegressionsVariableImportanceMeasuresPartitionfor Learningand PredictionSplit DataforRegressionLearnerand PredictorSPPSFTargetRandom ForestRegressionQUANTITATIVEVariablesNode 2324SOLD PRICETargetRandom ForestRegressionQUANTITATIVEVariablesSold PriceRandom ForestRegressionPredictionNode 2327ModelAccuracyTestingNode 2329SPPSFRandom ForestRegressionPredictionH20 RFRLearningAccuracyScoringof PredictionsH20 RFRLearningDeal withBlank Cellsfor RegressionsAdjust Variablesfor AnalysisIf DesiredSPPSFRandomForestRegressionOutputSold PriceRandomForestRegressionOutputNode 2338ModelAccuracyTestingAdjust Variablesfor AnalysisIf DesiredPartitionfor Learningand PredictionSplit DataforRegressionLearnerand PredictorNode 2343VariableImportanceMeasuresNode 2345H20 RFRPredictionDeal withBlank Cellsfor RegressionsSold PriceRandom ForestRegressionPredictionPartitionfor Learningand PredictionAccuracyScoringof PredictionsRunLocallyNode 2352SOLD PRICETarget H20 Random ForestRegressionQUANTITATIVEVariablesDeal withBlank Cellsfor RegressionsRunLocallyPartitionfor Learningand PredictionSold PriceRandomForestRegressionOutputH20 RFRPredictionH20 RFRLearningNode 2360Adjust Variablesfor AnalysisIf DesiredSPPSFRandomForestRegressionOutputModelAccuracyTestingNode 2364VariableImportanceMeasuresNode 2366AccuracyScoringof PredictionsNode 2368SPPSFTarget H20 Random ForestRegressionQUANTITATIVEVariablesModelAccuracyTestingVariableImportanceMeasuresH20 RFRLearningAdjust Variablesfor AnalysisIf DesiredSold PriceTargetRandom ForestRegressionQUANTITATIVEVariablesSPPSFRandom ForestRegressionPredictionNode 2376SPPSFTargetRandom ForestRegressionQUANTITATIVEVariablesSplit DataforRegressionLearnerand PredictorSplit DataforRegressionLearnerand PredictorH20 GBLearningH20 GBPredictionPartitionfor Learningand PredictionNode 2453SPPSFH20Gradient BoostingRegressionQUANTITATIVEVariablesAdjust Variablesfor AnalysisIf DesiredModelAccuracyTestingNode 2462SOLD PRICEH20Gradient BoostingRegressionQUANTITATIVEVariablesH20 GBLearningModelAccuracyTestingH20 GBPredictionAdjust Variablesfor AnalysisIf DesiredRunLocallyPartitionfor Learningand PredictionSPPSFH20Gradient BoostingRegressionQUANTITATIVEVariablesH20 GBLearningRunLocallyNode 2473ModelAccuracyTestingH20 GBPredictionAdjust Variablesfor AnalysisIf DesiredAdjust Variablesfor AnalysisIf DesiredSOLD PRICEH20Gradient BoostingRegressionQUANTITATIVEVariablesH20 GBLearningRunLocallyPartitionfor Learningand PredictionPartitionfor Learningand PredictionH20 GBPredictionModelAccuracyTestingExcel Reader (XLS) Column Filter Column Filter Linear RegressionLearner Partitioning RegressionPredictor Numeric Scorer Missing Value Scatter Plot(local) Column Resorter Column Resorter Sorter Sorter GroupBy GroupBy Column Filter Column Filter Excel Reader (XLS) Nominal ValueRow Filter Rank Correlation Linear Correlation Correlation Filter Column Filter Cluster Assigner k-Means Cell Replacer Column Rename Joiner Joiner Double To Int Column Filter Column Resorter Low Variance Filter ReferenceColumn Filter Joiner Partitioning Linear RegressionLearner Scatter Plot(local) Numeric Scorer RegressionPredictor Column Filter Column Filter Partitioning Cluster Assigner Numeric Scorer Nominal ValueRow Filter Column Filter Scatter Plot(local) k-Means Linear Correlation Column Filter Linear RegressionLearner Column Filter Double To Int Joiner Column Filter Joiner Scatter Plot(local) Linear RegressionLearner Excel Reader (XLS) ReferenceColumn Filter Numeric Scorer Correlation Filter Column Filter Cell Replacer Missing Value Joiner Partitioning Column Resorter Low Variance Filter RegressionPredictor RegressionPredictor Column Rename Rank Correlation Column Filter H2O Local Context Numeric Scorer Table to H2O H2O Predictor(Regression) H2O Local Context Table to H2O H2O Predictor(Regression) Missing Value Math Formula H2O Partitioning Partitioning Column Filter H2O Statistics Column Filter Random Forest Predictor(Regression) Tree EnsembleStatistics H2O Numeric Scorer Tree EnsembleStatistics Random Forest Predictor(Regression) H2O Random ForestLearner (Regression) Numeric Scorer H2O Random ForestLearner (Regression) Missing Value H2O Column Filter Random Forest Learner(Regression) Random Forest Learner(Regression) H2O Statistics H2O Numeric Scorer H2O Column Filter H2O Partitioning Partitioning Cache Math Formula Cache H2O Predictor(Regression) Missing Value Random Forest Predictor(Regression) H2O Partitioning Numeric Scorer H2O Local Context Cache Table to H2O Missing Value H2O Local Context H2O Partitioning Random Forest Learner(Regression) H2O Predictor(Regression) H2O Random ForestLearner (Regression) H2O Statistics H2O Column Filter Random Forest Learner(Regression) H2O Numeric Scorer Tree EnsembleStatistics Math Formula Cache Numeric Scorer H2O Statistics Table to H2O H2O Numeric Scorer Math Formula H2O Random ForestLearner (Regression) H2O Column Filter Column Filter Random Forest Predictor(Regression) Tree EnsembleStatistics Column Filter Partitioning Partitioning H2O Gradient Boosting MachineLearner (Regression) H2O Predictor(Regression) H2O Partitioning H2O Local Context Table to H2O H2O Column Filter H2O Numeric Scorer Cache Table to H2O H2O Gradient Boosting MachineLearner (Regression) H2O Numeric Scorer H2O Predictor(Regression) H2O Column Filter H2O Local Context H2O Partitioning Table to H2O H2O Gradient Boosting MachineLearner (Regression) H2O Local Context Cache H2O Numeric Scorer H2O Predictor(Regression) H2O Column Filter H2O Column Filter Table to H2O H2O Gradient Boosting MachineLearner (Regression) H2O Local Context H2O Partitioning H2O Partitioning H2O Predictor(Regression) H2O Numeric Scorer

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Created by: creed
Created at: 2020-08-03
On NodePit since: 2022-02-06
Last update: 2024-12-17
Created with KNIME version: v4.2.3

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