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fitctree
Ajustar árbol de decisión binario para la clasificación multiclase
Sintaxis
Descripción
tree = fitctree(Tbl,ResponseVarName)TblTbl.ResponseVarName El árbol binario devuelto divide los nodos de bifurcación en función de los valores de una columna de .Tbl
tree = fitctree(___,Name,Value)
Ejemplos
Crecer un árbol de clasificación
Haga crecer un árbol de clasificación utilizando el conjunto de datos.ionosphere
load ionosphere tc = fitctree(X,Y)
tc = ClassificationTree ResponseName: 'Y' CategoricalPredictors: [] ClassNames: {'b' 'g'} ScoreTransform: 'none' NumObservations: 351 Properties, Methods Profundidad del árbol de control
Puede controlar la profundidad de los árboles utilizando los parámetros de par , , o nombre-valor. árboles de decisión profundos por defecto.MaxNumSplitsMinLeafSizeMinParentSizefitctree Puede cultivar árboles menos profundos para reducir la complejidad del modelo o el tiempo de cálculo.
Cargue el conjunto de datos.ionosphere
load ionosphereLos valores predeterminados de los controladores de profundidad de árbol para el cultivo de árboles de clasificación son:
Para. es el tamaño de la muestra de entrenamiento.
n - 1MaxNumSplitsnPara.
1MinLeafSizePara.
10MinParentSize
Estos valores predeterminados tienden a crecer árboles profundos para grandes tamaños de muestra de entrenamiento.
Entrene un árbol de clasificación utilizando los valores predeterminados para el control de profundidad de árbol. Valide el modelo de forma cruzada mediante la validación cruzada de 10 veces.
rng(1); % For reproducibility MdlDefault = fitctree(X,Y,'CrossVal','on');Dibuje un histograma del número de divisiones impuestas en los árboles. Además, ver uno de los árboles.
numBranches = @(x)sum(x.IsBranch); mdlDefaultNumSplits = cellfun(numBranches, MdlDefault.Trained); figure; histogram(mdlDefaultNumSplits)
view(MdlDefault.Trained{1},'Mode','graph')
El número medio de divisiones es de alrededor de 15.
Supongamos que desea un árbol de clasificación que no sea tan complejo (profundo) como los entrenados utilizando el número predeterminado de divisiones. Entrene otro árbol de clasificación, pero establezca el número máximo de divisiones en 7, que es aproximadamente la mitad del número medio de divisiones del árbol de clasificación predeterminado. Valide el modelo de forma cruzada mediante la validación cruzada de 10 veces.
Mdl7 = fitctree(X,Y,'MaxNumSplits',7,'CrossVal','on'); view(Mdl7.Trained{1},'Mode','graph')
Compare los errores de clasificación de validación cruzada de los modelos.
classErrorDefault = kfoldLoss(MdlDefault)
classErrorDefault = 0.1140
classError7 = kfoldLoss(Mdl7)
classError7 = 0.1254
es mucho menos complejo y funciona sólo un poco peor que .Mdl7MdlDefault
Optimizar árbol de clasificación
En este ejemplo se muestra cómo optimizar los hiperparámetros automáticamente mediante .fitctree El ejemplo utiliza los datos de iris de Fisher.
Cargue los datos del iris de Fisher.
load fisheririsOptimice la pérdida de validación cruzada del clasificador, utilizando los datos para predecir la respuesta en .measspecies
X = meas; Y = species; Mdl = fitctree(X,Y,'OptimizeHyperparameters','auto')
|======================================================================================| | Iter | Eval | Objective | Objective | BestSoFar | BestSoFar | MinLeafSize | | | result | | runtime | (observed) | (estim.) | | |======================================================================================| | 1 | Best | 0.066667 | 0.41203 | 0.066667 | 0.066667 | 31 |
| 2 | Accept | 0.066667 | 0.21244 | 0.066667 | 0.066667 | 12 |
| 3 | Best | 0.04 | 0.12629 | 0.04 | 0.040003 | 2 |
| 4 | Accept | 0.66667 | 0.11524 | 0.04 | 0.15796 | 73 |
| 5 | Accept | 0.04 | 0.14637 | 0.04 | 0.040009 | 2 |
| 6 | Accept | 0.66667 | 0.095605 | 0.04 | 0.040012 | 74 |
| 7 | Accept | 0.066667 | 0.096874 | 0.04 | 0.040012 | 20 |
| 8 | Accept | 0.04 | 0.18812 | 0.04 | 0.040008 | 4 |
| 9 | Best | 0.033333 | 0.12957 | 0.033333 | 0.03335 | 1 |
| 10 | Accept | 0.066667 | 0.09726 | 0.033333 | 0.03335 | 7 |
| 11 | Accept | 0.04 | 0.11791 | 0.033333 | 0.033348 | 3 |
| 12 | Accept | 0.066667 | 0.089488 | 0.033333 | 0.033348 | 26 |
| 13 | Accept | 0.046667 | 0.092183 | 0.033333 | 0.033347 | 5 |
| 14 | Accept | 0.033333 | 0.21057 | 0.033333 | 0.03334 | 1 |
| 15 | Accept | 0.066667 | 0.29291 | 0.033333 | 0.033339 | 15 |
| 16 | Accept | 0.033333 | 0.12572 | 0.033333 | 0.033337 | 1 |
| 17 | Accept | 0.033333 | 0.096893 | 0.033333 | 0.033336 | 1 |
| 18 | Accept | 0.33333 | 0.20776 | 0.033333 | 0.033336 | 43 |
| 19 | Accept | 0.066667 | 0.14112 | 0.033333 | 0.033336 | 9 |
| 20 | Accept | 0.066667 | 0.12432 | 0.033333 | 0.033336 | 6 |
|======================================================================================| | Iter | Eval | Objective | Objective | BestSoFar | BestSoFar | MinLeafSize | | | result | | runtime | (observed) | (estim.) | | |======================================================================================| | 21 | Accept | 0.066667 | 0.092634 | 0.033333 | 0.033336 | 17 |
| 22 | Accept | 0.066667 | 0.11478 | 0.033333 | 0.033336 | 10 |
| 23 | Accept | 0.066667 | 0.17463 | 0.033333 | 0.033336 | 36 |
| 24 | Accept | 0.33333 | 0.1678 | 0.033333 | 0.034075 | 54 |
| 25 | Accept | 0.04 | 0.2909 | 0.033333 | 0.034054 | 2 |
| 26 | Accept | 0.04 | 0.22555 | 0.033333 | 0.034022 | 3 |
| 27 | Accept | 0.04 | 0.13497 | 0.033333 | 0.033997 | 4 |
| 28 | Accept | 0.066667 | 0.095755 | 0.033333 | 0.033973 | 23 |
| 29 | Accept | 0.066667 | 0.13294 | 0.033333 | 0.033946 | 8 |
| 30 | Accept | 0.066667 | 0.18313 | 0.033333 | 0.033922 | 13 |
__________________________________________________________ Optimization completed. MaxObjectiveEvaluations of 30 reached. Total function evaluations: 30 Total elapsed time: 52.8994 seconds. Total objective function evaluation time: 4.7317 Best observed feasible point: MinLeafSize ___________ 1 Observed objective function value = 0.033333 Estimated objective function value = 0.033922 Function evaluation time = 0.12957 Best estimated feasible point (according to models): MinLeafSize ___________ 1 Estimated objective function value = 0.033922 Estimated function evaluation time = 0.14505
Mdl = ClassificationTree ResponseName: 'Y' CategoricalPredictors: [] ClassNames: {'setosa' 'versicolor' 'virginica'} ScoreTransform: 'none' NumObservations: 150 HyperparameterOptimizationResults: [1x1 BayesianOptimization] Properties, Methods Estimaciones imparciales de la importancia del predictor
Cargue el conjunto de datos.census1994 Considere un modelo que predice la categoría salarial de una persona dada su edad, clase trabajadora, nivel de educación, estado marcial, raza, sexo, ganancia y pérdida de capital, y número de horas de trabajo por semana.
load census1994 X = adultdata(:,{'age','workClass','education_num','marital_status','race',... 'sex','capital_gain','capital_loss','hours_per_week','salary'});
Mostrar el número de categorías representadas en las variables categóricas utilizando .summary
summary(X)
Variables: age: 32561x1 double Values: Min 17 Median 37 Max 90 workClass: 32561x1 categorical Values: Federal-gov 960 Local-gov 2093 Never-worked 7 Private 22696 Self-emp-inc 1116 Self-emp-not-inc 2541 State-gov 1298 Without-pay 14 NumMissing 1836 education_num: 32561x1 double Values: Min 1 Median 10 Max 16 marital_status: 32561x1 categorical Values: Divorced 4443 Married-AF-spouse 23 Married-civ-spouse 14976 Married-spouse-absent 418 Never-married 10683 Separated 1025 Widowed 993 race: 32561x1 categorical Values: Amer-Indian-Eskimo 311 Asian-Pac-Islander 1039 Black 3124 Other 271 White 27816 sex: 32561x1 categorical Values: Female 10771 Male 21790 capital_gain: 32561x1 double Values: Min 0 Median 0 Max 99999 capital_loss: 32561x1 double Values: Min 0 Median 0 Max 4356 hours_per_week: 32561x1 double Values: Min 1 Median 40 Max 99 salary: 32561x1 categorical Values: <=50K 24720 >50K 7841
Debido a que hay pocas categorías representadas en las variables categóricas en comparación con los niveles de las variables continuas, el algoritmo CART estándar, de división predictora prefiere dividir un predictor continuo sobre las variables categóricas.
Entrene un árbol de clasificación utilizando todo el conjunto de datos. Para cultivar árboles imparciales, especifique el uso de la prueba de curvatura para dividir predictores. Dado que faltan observaciones en los datos, especifique el uso de divisiones suplentes.
Mdl = fitctree(X,'salary','PredictorSelection','curvature',... 'Surrogate','on');
Estimar los valores de importancia del predictor sumando los cambios en el riesgo debido a las divisiones en cada predictor y dividir la suma por el número de nodos de bifurcación. Compare las estimaciones utilizando un gráfico de barras.
imp = predictorImportance(Mdl); figure; bar(imp); title('Predictor Importance Estimates'); ylabel('Estimates'); xlabel('Predictors'); h = gca; h.XTickLabel = Mdl.PredictorNames; h.XTickLabelRotation = 45; h.TickLabelInterpreter = 'none';
En este caso, es el predictor más importante, seguido de .capital_gaineducation_num
Optimizar el árbol de clasificación en la matriz alta
En este ejemplo se muestra cómo optimizar automáticamente los hiperparámetros de un árbol de clasificación mediante una matriz alta. El conjunto de datos de ejemplo es un conjunto de datos grande que contiene un archivo tabular de datos de vuelos de aerolíneas.airlinesmall.csv En este ejemplo se crea una tabla alta que contiene los datos y se utiliza para ejecutar el procedimiento de optimización.
Al realizar cálculos en matrices altas, MATLAB® utiliza un grupo paralelo (predeterminado si tiene Parallel Computing Toolbox™) o la sesión local de MATLAB. Si desea ejecutar el ejemplo utilizando la sesión local de MATLAB cuando tiene Parallel Computing Toolbox, puede cambiar el entorno de ejecución global mediante la función.mapreducer
Cree un almacén de datos que haga referencia a la ubicación de la carpeta con los datos. Seleccione un subconjunto de las variables con las que trabajar y trate los valores como datos que faltan para reemplazarlos por valores.'NA'datastoreNaN Cree una tabla alta que contenga los datos del almacén de datos.
ds = datastore('airlinesmall.csv'); ds.SelectedVariableNames = {'Month','DayofMonth','DayOfWeek',... 'DepTime','ArrDelay','Distance','DepDelay'}; ds.TreatAsMissing = 'NA'; tt = tall(ds) % Tall table
Starting parallel pool (parpool) using the 'local' profile ... Connected to the parallel pool (number of workers: 6). tt = M×7 tall table Month DayofMonth DayOfWeek DepTime ArrDelay Distance DepDelay _____ __________ _________ _______ ________ ________ ________ 10 21 3 642 8 308 12 10 26 1 1021 8 296 1 10 23 5 2055 21 480 20 10 23 5 1332 13 296 12 10 22 4 629 4 373 -1 10 28 3 1446 59 308 63 10 8 4 928 3 447 -2 10 10 6 859 11 954 -1 : : : : : : : : : : : : : :
Determine los vuelos que llegan tarde en 10 minutos o más definiendo una variable lógica que es verdadera para un vuelo tardío. Esta variable contiene las etiquetas de clase. Una vista previa de esta variable incluye las primeras filas.
Y = tt.DepDelay > 10 % Class labelsY = M×1 tall logical array 1 0 1 1 0 1 0 0 : :
Cree una matriz alta para los datos del predictor.
X = tt{:,1:end-1} % Predictor dataX = M×6 tall double matrix Columns 1 through 5 10 21 3 642 8 10 26 1 1021 8 10 23 5 2055 21 10 23 5 1332 13 10 22 4 629 4 10 28 3 1446 59 10 8 4 928 3 10 10 6 859 11 : : : : : : : : : : Column 6 308 296 480 296 373 308 447 954 : :
Quite las filas y que contienen los datos que faltan.XY
R = rmmissing([X Y]); % Data with missing entries removed X = R(:,1:end-1); Y = R(:,end); Estandarizar las variables predictoras.
Z = zscore(X);
Optimice los hiperparámetros automáticamente mediante el argumento de par nombre-valor.'OptimizeHyperparameters' Encuentre el valor óptimo que minimiza la pérdida de validación cruzada de la retención.'MinLeafSize' (Especificar utiliza .)'auto''MinLeafSize' Para reproducibilidad, utilice la función de adquisición y configure las semillas de los generadores de números aleatorios que utilizan y .'expected-improvement-plus'rngtallrng Los resultados pueden variar en función del número de trabajadores y del entorno de ejecución de las matrices altas. Para obtener más información, consulte .Control Where Your Code Runs
rng('default') tallrng('default') [Mdl,FitInfo,HyperparameterOptimizationResults] = fitctree(Z,Y,... 'OptimizeHyperparameters','auto',... 'HyperparameterOptimizationOptions',struct('Holdout',0.3,... 'AcquisitionFunctionName','expected-improvement-plus'))
Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 3: Completed in 8.2 sec - Pass 2 of 3: Completed in 9.7 sec - Pass 3 of 3: Completed in 6.2 sec Evaluation completed in 24 sec
Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 1: Completed in 1.7 sec Evaluation completed in 1.8 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 1: Completed in 2.3 sec Evaluation completed in 2.3 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.9 sec - Pass 2 of 4: Completed in 1.8 sec - Pass 3 of 4: Completed in 2.1 sec - Pass 4 of 4: Completed in 1.9 sec Evaluation completed in 10 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.6 sec - Pass 2 of 4: Completed in 1.9 sec - Pass 3 of 4: Completed in 1.6 sec - Pass 4 of 4: Completed in 2 sec Evaluation completed in 8.1 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.6 sec - Pass 2 of 4: Completed in 1.8 sec - Pass 3 of 4: Completed in 1.5 sec - Pass 4 of 4: Completed in 1.9 sec Evaluation completed in 7.9 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.6 sec - Pass 2 of 4: Completed in 1.8 sec - Pass 3 of 4: Completed in 1.6 sec - Pass 4 of 4: Completed in 1.9 sec Evaluation completed in 7.5 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.1 sec - Pass 2 of 4: Completed in 1.8 sec - Pass 3 of 4: Completed in 1.6 sec - Pass 4 of 4: Completed in 1.5 sec Evaluation completed in 6.5 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.6 sec - Pass 2 of 4: Completed in 1.8 sec - Pass 3 of 4: Completed in 1.6 sec - Pass 4 of 4: Completed in 1.5 sec Evaluation completed in 7 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.1 sec - Pass 2 of 4: Completed in 1.8 sec - Pass 3 of 4: Completed in 1.1 sec - Pass 4 of 4: Completed in 2.2 sec Evaluation completed in 6.9 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.7 sec - Pass 2 of 4: Completed in 1.4 sec - Pass 3 of 4: Completed in 1.6 sec - Pass 4 of 4: Completed in 2.2 sec Evaluation completed in 7.5 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.1 sec - Pass 2 of 4: Completed in 1.4 sec - Pass 3 of 4: Completed in 1.1 sec - Pass 4 of 4: Completed in 2.2 sec Evaluation completed in 6.6 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 2.1 sec - Pass 2 of 4: Completed in 1.4 sec - Pass 3 of 4: Completed in 1.6 sec - Pass 4 of 4: Completed in 2.4 sec Evaluation completed in 8.2 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.7 sec - Pass 2 of 4: Completed in 2 sec - Pass 3 of 4: Completed in 1.1 sec - Pass 4 of 4: Completed in 2.7 sec Evaluation completed in 8.4 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.8 sec - Pass 2 of 4: Completed in 2 sec - Pass 3 of 4: Completed in 1.6 sec - Pass 4 of 4: Completed in 3.1 sec Evaluation completed in 9.4 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.9 sec - Pass 2 of 4: Completed in 2.9 sec - Pass 3 of 4: Completed in 1.2 sec - Pass 4 of 4: Completed in 3.1 sec Evaluation completed in 10 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.9 sec - Pass 2 of 4: Completed in 2.3 sec - Pass 3 of 4: Completed in 1.7 sec - Pass 4 of 4: Completed in 3.1 sec Evaluation completed in 9.9 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.5 sec - Pass 2 of 4: Completed in 1.9 sec - Pass 3 of 4: Completed in 1.7 sec - Pass 4 of 4: Completed in 3.1 sec Evaluation completed in 9 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 2 sec - Pass 2 of 4: Completed in 2.3 sec - Pass 3 of 4: Completed in 1.7 sec - Pass 4 of 4: Completed in 3.1 sec Evaluation completed in 9.9 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 2.1 sec - Pass 2 of 4: Completed in 2.3 sec - Pass 3 of 4: Completed in 1.2 sec - Pass 4 of 4: Completed in 2.9 sec Evaluation completed in 9.4 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 2.1 sec - Pass 2 of 4: Completed in 2.5 sec - Pass 3 of 4: Completed in 1.3 sec - Pass 4 of 4: Completed in 3 sec Evaluation completed in 9.6 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.7 sec - Pass 2 of 4: Completed in 2.4 sec - Pass 3 of 4: Completed in 1.8 sec - Pass 4 of 4: Completed in 2.2 sec Evaluation completed in 8.8 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 2.2 sec - Pass 2 of 4: Completed in 2.5 sec - Pass 3 of 4: Completed in 1.7 sec - Pass 4 of 4: Completed in 2.6 sec Evaluation completed in 9.6 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.7 sec - Pass 2 of 4: Completed in 2.4 sec - Pass 3 of 4: Completed in 1.3 sec - Pass 4 of 4: Completed in 2.1 sec Evaluation completed in 8 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.7 sec - Pass 2 of 4: Completed in 2.5 sec - Pass 3 of 4: Completed in 1.7 sec - Pass 4 of 4: Completed in 2.5 sec Evaluation completed in 8.9 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 2.2 sec - Pass 2 of 4: Completed in 2.4 sec - Pass 3 of 4: Completed in 1.8 sec - Pass 4 of 4: Completed in 1.9 sec Evaluation completed in 8.8 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 2.2 sec - Pass 2 of 4: Completed in 2.5 sec - Pass 3 of 4: Completed in 1.7 sec - Pass 4 of 4: Completed in 2.4 sec Evaluation completed in 9.4 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 2.1 sec - Pass 2 of 4: Completed in 2.4 sec - Pass 3 of 4: Completed in 1.2 sec - Pass 4 of 4: Completed in 2.4 sec Evaluation completed in 8.8 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 1: Completed in 3.6 sec Evaluation completed in 3.6 sec |======================================================================================| | Iter | Eval | Objective | Objective | BestSoFar | BestSoFar | MinLeafSize | | | result | | runtime | (observed) | (estim.) | | |======================================================================================| | 1 | Best | 0.1163 | 277.4 | 0.1163 | 0.1163 | 10 | Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 1: Completed in 0.74 sec Evaluation completed in 0.79 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 1: Completed in 1.9 sec Evaluation completed in 1.9 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.6 sec - Pass 2 of 4: Completed in 1.4 sec - Pass 3 of 4: Completed in 1.6 sec - Pass 4 of 4: Completed in 1.9 sec Evaluation completed in 7.2 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 1: Completed in 1.9 sec Evaluation completed in 2 sec | 2 | Accept | 0.19635 | 17.06 | 0.1163 | 0.12063 | 48298 | Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 1: Completed in 1.2 sec Evaluation completed in 1.3 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 1: Completed in 1.9 sec Evaluation completed in 1.9 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1 sec - Pass 2 of 4: Completed in 1.8 sec - Pass 3 of 4: Completed in 1 sec - Pass 4 of 4: Completed in 1.4 sec Evaluation completed in 5.9 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.5 sec - Pass 2 of 4: Completed in 2 sec - Pass 3 of 4: Completed in 1.1 sec - Pass 4 of 4: Completed in 1.8 sec Evaluation completed in 7 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.6 sec - Pass 2 of 4: Completed in 1.8 sec - Pass 3 of 4: Completed in 1.7 sec - Pass 4 of 4: Completed in 2 sec Evaluation completed in 7.7 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.7 sec - Pass 2 of 4: Completed in 1.3 sec - Pass 3 of 4: Completed in 1.5 sec - Pass 4 of 4: Completed in 1.4 sec Evaluation completed in 6.5 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.6 sec - Pass 2 of 4: Completed in 1.9 sec - Pass 3 of 4: Completed in 1.5 sec - Pass 4 of 4: Completed in 1.9 sec Evaluation completed in 7.5 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.5 sec - Pass 2 of 4: Completed in 1.9 sec - Pass 3 of 4: Completed in 1.6 sec - Pass 4 of 4: Completed in 1.8 sec Evaluation completed in 7.3 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.1 sec - Pass 2 of 4: Completed in 1.7 sec - Pass 3 of 4: Completed in 1.6 sec - Pass 4 of 4: Completed in 1.9 sec Evaluation completed in 6.9 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.7 sec - Pass 2 of 4: Completed in 1.8 sec - Pass 3 of 4: Completed in 1 sec - Pass 4 of 4: Completed in 1.8 sec Evaluation completed in 6.9 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1 sec - Pass 2 of 4: Completed in 1.8 sec - Pass 3 of 4: Completed in 1 sec - Pass 4 of 4: Completed in 1.3 sec Evaluation completed in 5.7 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 1: Completed in 1.8 sec Evaluation completed in 1.9 sec | 3 | Best | 0.1048 | 87.792 | 0.1048 | 0.11151 | 3166 | Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 1: Completed in 0.67 sec Evaluation completed in 0.73 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 1: Completed in 1.8 sec Evaluation completed in 1.8 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.6 sec - Pass 2 of 4: Completed in 1.8 sec - Pass 3 of 4: Completed in 1.6 sec - Pass 4 of 4: Completed in 2 sec Evaluation completed in 7.5 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1 sec - Pass 2 of 4: Completed in 1.8 sec - Pass 3 of 4: Completed in 1.1 sec - Pass 4 of 4: Completed in 1.8 sec Evaluation completed in 6.4 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.6 sec - Pass 2 of 4: Completed in 1.4 sec - Pass 3 of 4: Completed in 1.1 sec - Pass 4 of 4: Completed in 1.9 sec Evaluation completed in 6.6 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1 sec - Pass 2 of 4: Completed in 1.8 sec - Pass 3 of 4: Completed in 1.6 sec - Pass 4 of 4: Completed in 1.9 sec Evaluation completed in 7 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.6 sec - Pass 2 of 4: Completed in 1.8 sec - Pass 3 of 4: Completed in 1 sec - Pass 4 of 4: Completed in 1.3 sec Evaluation completed in 6.2 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1 sec - Pass 2 of 4: Completed in 1.8 sec - Pass 3 of 4: Completed in 1.6 sec - Pass 4 of 4: Completed in 1.9 sec Evaluation completed in 6.9 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.6 sec - Pass 2 of 4: Completed in 1.8 sec - Pass 3 of 4: Completed in 1.5 sec - Pass 4 of 4: Completed in 2 sec Evaluation completed in 7.5 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1 sec - Pass 2 of 4: Completed in 1.9 sec - Pass 3 of 4: Completed in 1.5 sec - Pass 4 of 4: Completed in 2 sec Evaluation completed in 7 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.6 sec - Pass 2 of 4: Completed in 1.8 sec - Pass 3 of 4: Completed in 1.6 sec - Pass 4 of 4: Completed in 2 sec Evaluation completed in 7.7 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.7 sec - Pass 2 of 4: Completed in 2 sec - Pass 3 of 4: Completed in 1.9 sec - Pass 4 of 4: Completed in 1.5 sec Evaluation completed in 7.7 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.6 sec - Pass 2 of 4: Completed in 1.9 sec - Pass 3 of 4: Completed in 1.6 sec - Pass 4 of 4: Completed in 2 sec Evaluation completed in 7.7 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.1 sec - Pass 2 of 4: Completed in 1.9 sec - Pass 3 of 4: Completed in 1.6 sec - Pass 4 of 4: Completed in 1.6 sec Evaluation completed in 6.9 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.2 sec - Pass 2 of 4: Completed in 1.9 sec - Pass 3 of 4: Completed in 1.7 sec - Pass 4 of 4: Completed in 2.2 sec Evaluation completed in 7.6 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.6 sec - Pass 2 of 4: Completed in 1.5 sec - Pass 3 of 4: Completed in 1.6 sec - Pass 4 of 4: Completed in 1.9 sec Evaluation completed in 7.2 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.1 sec - Pass 2 of 4: Completed in 1.9 sec - Pass 3 of 4: Completed in 1.6 sec - Pass 4 of 4: Completed in 1.9 sec Evaluation completed in 7.1 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.7 sec - Pass 2 of 4: Completed in 1.4 sec - Pass 3 of 4: Completed in 0.98 sec - Pass 4 of 4: Completed in 1.9 sec Evaluation completed in 6.6 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 1: Completed in 2 sec Evaluation completed in 2 sec | 4 | Best | 0.101 | 153.47 | 0.101 | 0.1056 | 180 | Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 1: Completed in 1.2 sec Evaluation completed in 1.2 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 1: Completed in 1.3 sec Evaluation completed in 1.3 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.1 sec - Pass 2 of 4: Completed in 1.7 sec - Pass 3 of 4: Completed in 1.5 sec - Pass 4 of 4: Completed in 1.9 sec Evaluation completed in 6.8 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.5 sec - Pass 2 of 4: Completed in 1.8 sec - Pass 3 of 4: Completed in 1 sec - Pass 4 of 4: Completed in 1.8 sec Evaluation completed in 6.8 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1 sec - Pass 2 of 4: Completed in 1.2 sec - Pass 3 of 4: Completed in 1 sec - Pass 4 of 4: Completed in 1.3 sec Evaluation completed in 5.1 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.1 sec - Pass 2 of 4: Completed in 1.7 sec - Pass 3 of 4: Completed in 1.6 sec - Pass 4 of 4: Completed in 1.9 sec Evaluation completed in 6.9 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.1 sec - Pass 2 of 4: Completed in 1.8 sec - Pass 3 of 4: Completed in 1.7 sec - Pass 4 of 4: Completed in 1.9 sec Evaluation completed in 7 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.1 sec - Pass 2 of 4: Completed in 2 sec - Pass 3 of 4: Completed in 1 sec - Pass 4 of 4: Completed in 1.4 sec Evaluation completed in 6.1 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.6 sec - Pass 2 of 4: Completed in 1.9 sec - Pass 3 of 4: Completed in 1.6 sec - Pass 4 of 4: Completed in 1.5 sec Evaluation completed in 7.1 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.6 sec - Pass 2 of 4: Completed in 1.3 sec - Pass 3 of 4: Completed in 1 sec - Pass 4 of 4: Completed in 2 sec Evaluation completed in 6.5 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.1 sec - Pass 2 of 4: Completed in 1.3 sec - Pass 3 of 4: Completed in 1.6 sec - Pass 4 of 4: Completed in 2.1 sec Evaluation completed in 6.7 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.1 sec - Pass 2 of 4: Completed in 1.8 sec - Pass 3 of 4: Completed in 1.1 sec - Pass 4 of 4: Completed in 2 sec Evaluation completed in 6.7 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.6 sec - Pass 2 of 4: Completed in 1.9 sec - Pass 3 of 4: Completed in 1.2 sec - Pass 4 of 4: Completed in 2.1 sec Evaluation completed in 7.4 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.1 sec - Pass 2 of 4: Completed in 1.9 sec - Pass 3 of 4: Completed in 1.1 sec - Pass 4 of 4: Completed in 1.5 sec Evaluation completed in 6.1 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.1 sec - Pass 2 of 4: Completed in 1.8 sec - Pass 3 of 4: Completed in 1.5 sec - Pass 4 of 4: Completed in 2 sec Evaluation completed in 7.1 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.2 sec - Pass 2 of 4: Completed in 1.3 sec - Pass 3 of 4: Completed in 1.5 sec - Pass 4 of 4: Completed in 2.1 sec Evaluation completed in 6.8 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.7 sec - Pass 2 of 4: Completed in 2.1 sec - Pass 3 of 4: Completed in 1.7 sec - Pass 4 of 4: Completed in 1.9 sec Evaluation completed in 8.1 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.7 sec - Pass 2 of 4: Completed in 2 sec - Pass 3 of 4: Completed in 1.1 sec - Pass 4 of 4: Completed in 1.9 sec Evaluation completed in 7.3 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.2 sec - Pass 2 of 4: Completed in 1.9 sec - Pass 3 of 4: Completed in 1.2 sec - Pass 4 of 4: Completed in 1.9 sec Evaluation completed in 6.8 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 1: Completed in 1.4 sec Evaluation completed in 1.5 sec | 5 | Best | 0.10058 | 156.17 | 0.10058 | 0.1006 | 145 | Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 1: Completed in 0.73 sec Evaluation completed in 0.79 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 1: Completed in 1.8 sec Evaluation completed in 1.8 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.6 sec - Pass 2 of 4: Completed in 1.8 sec - Pass 3 of 4: Completed in 1.6 sec - Pass 4 of 4: Completed in 1.9 sec Evaluation completed in 7.6 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1 sec - Pass 2 of 4: Completed in 1.8 sec - Pass 3 of 4: Completed in 1.6 sec - Pass 4 of 4: Completed in 1.9 sec Evaluation completed in 6.9 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.6 sec - Pass 2 of 4: Completed in 1.4 sec - Pass 3 of 4: Completed in 1.6 sec - Pass 4 of 4: Completed in 1.9 sec Evaluation completed in 7.1 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.1 sec - Pass 2 of 4: Completed in 1.8 sec - Pass 3 of 4: Completed in 1.1 sec - Pass 4 of 4: Completed in 1.9 sec Evaluation completed in 6.5 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.5 sec - Pass 2 of 4: Completed in 1.9 sec - Pass 3 of 4: Completed in 1.7 sec - Pass 4 of 4: Completed in 1.5 sec Evaluation completed in 7.2 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1 sec - Pass 2 of 4: Completed in 1.7 sec - Pass 3 of 4: Completed in 1.1 sec - Pass 4 of 4: Completed in 1.9 sec Evaluation completed in 6.4 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.6 sec - Pass 2 of 4: Completed in 1.8 sec - Pass 3 of 4: Completed in 1.6 sec - Pass 4 of 4: Completed in 1.9 sec Evaluation completed in 7.5 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.1 sec - Pass 2 of 4: Completed in 1.8 sec - Pass 3 of 4: Completed in 1.6 sec - Pass 4 of 4: Completed in 1.9 sec Evaluation completed in 7.1 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.1 sec - Pass 2 of 4: Completed in 1.8 sec - Pass 3 of 4: Completed in 1.5 sec - Pass 4 of 4: Completed in 1.9 sec Evaluation completed in 6.9 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1 sec - Pass 2 of 4: Completed in 1.8 sec - Pass 3 of 4: Completed in 1.1 sec - Pass 4 of 4: Completed in 1.8 sec Evaluation completed in 6.3 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.6 sec - Pass 2 of 4: Completed in 1.8 sec - Pass 3 of 4: Completed in 1.1 sec - Pass 4 of 4: Completed in 1.3 sec Evaluation completed in 6.3 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1 sec - Pass 2 of 4: Completed in 1.8 sec - Pass 3 of 4: Completed in 1.6 sec - Pass 4 of 4: Completed in 1.8 sec Evaluation completed in 6.8 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 1: Completed in 1.4 sec Evaluation completed in 1.4 sec | 6 | Accept | 0.10155 | 113.72 | 0.10058 | 0.10059 | 1058 | Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 1: Completed in 0.69 sec Evaluation completed in 0.75 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 1: Completed in 2 sec Evaluation completed in 2 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.3 sec - Pass 2 of 4: Completed in 1.8 sec - Pass 3 of 4: Completed in 1.5 sec - Pass 4 of 4: Completed in 1.9 sec Evaluation completed in 7.1 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.1 sec - Pass 2 of 4: Completed in 1.2 sec - Pass 3 of 4: Completed in 1.6 sec - Pass 4 of 4: Completed in 1.9 sec Evaluation completed in 6.3 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.99 sec - Pass 2 of 4: Completed in 1.8 sec - Pass 3 of 4: Completed in 1.1 sec - Pass 4 of 4: Completed in 1.9 sec Evaluation completed in 6.4 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.5 sec - Pass 2 of 4: Completed in 1.9 sec - Pass 3 of 4: Completed in 1.6 sec - Pass 4 of 4: Completed in 1.3 sec Evaluation completed in 7 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.5 sec - Pass 2 of 4: Completed in 1.8 sec - Pass 3 of 4: Completed in 1.6 sec - Pass 4 of 4: Completed in 1.9 sec Evaluation completed in 7.4 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.6 sec - Pass 2 of 4: Completed in 1.3 sec - Pass 3 of 4: Completed in 0.97 sec - Pass 4 of 4: Completed in 1.9 sec Evaluation completed in 6.4 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.6 sec - Pass 2 of 4: Completed in 1.8 sec - Pass 3 of 4: Completed in 1.1 sec - Pass 4 of 4: Completed in 1.9 sec Evaluation completed in 7 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1 sec - Pass 2 of 4: Completed in 1.8 sec - Pass 3 of 4: Completed in 1.6 sec - Pass 4 of 4: Completed in 2.1 sec Evaluation completed in 7.1 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.1 sec - Pass 2 of 4: Completed in 1.3 sec - Pass 3 of 4: Completed in 1 sec - Pass 4 of 4: Completed in 2.2 sec Evaluation completed in 6.2 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.6 sec - Pass 2 of 4: Completed in 1.4 sec - Pass 3 of 4: Completed in 1 sec - Pass 4 of 4: Completed in 1.8 sec Evaluation completed in 6.6 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.2 sec - Pass 2 of 4: Completed in 1.5 sec - Pass 3 of 4: Completed in 1.1 sec - Pass 4 of 4: Completed in 2.6 sec Evaluation completed in 7.2 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.2 sec - Pass 2 of 4: Completed in 1.5 sec - Pass 3 of 4: Completed in 1.6 sec - Pass 4 of 4: Completed in 2.3 sec Evaluation completed in 7.4 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.4 sec - Pass 2 of 4: Completed in 2.1 sec - Pass 3 of 4: Completed in 1.7 sec - Pass 4 of 4: Completed in 2.5 sec Evaluation completed in 8.6 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.5 sec - Pass 2 of 4: Completed in 2.2 sec - Pass 3 of 4: Completed in 1.2 sec - Pass 4 of 4: Completed in 2.6 sec Evaluation completed in 8.3 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 2.1 sec - Pass 2 of 4: Completed in 2.3 sec - Pass 3 of 4: Completed in 1.8 sec - Pass 4 of 4: Completed in 3.3 sec Evaluation completed in 10 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.7 sec - Pass 2 of 4: Completed in 2.4 sec - Pass 3 of 4: Completed in 1.8 sec - Pass 4 of 4: Completed in 2.8 sec Evaluation completed in 9.5 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.8 sec - Pass 2 of 4: Completed in 2.5 sec - Pass 3 of 4: Completed in 1.2 sec - Pass 4 of 4: Completed in 2.7 sec Evaluation completed in 9 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 2.3 sec - Pass 2 of 4: Completed in 2.6 sec - Pass 3 of 4: Completed in 1.8 sec - Pass 4 of 4: Completed in 3.2 sec Evaluation completed in 11 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.9 sec - Pass 2 of 4: Completed in 2.6 sec - Pass 3 of 4: Completed in 1.8 sec - Pass 4 of 4: Completed in 3.1 sec Evaluation completed in 10 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 2.5 sec - Pass 2 of 4: Completed in 2.7 sec - Pass 3 of 4: Completed in 1.7 sec - Pass 4 of 4: Completed in 3 sec Evaluation completed in 11 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 2 sec - Pass 2 of 4: Completed in 2.2 sec - Pass 3 of 4: Completed in 1.8 sec - Pass 4 of 4: Completed in 2.4 sec Evaluation completed in 9.1 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.9 sec - Pass 2 of 4: Completed in 2.7 sec - Pass 3 of 4: Completed in 1.7 sec - Pass 4 of 4: Completed in 2.4 sec Evaluation completed in 9.3 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 2 sec - Pass 2 of 4: Completed in 2.8 sec - Pass 3 of 4: Completed in 1.2 sec - Pass 4 of 4: Completed in 2.8 sec Evaluation completed in 9.4 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 2.6 sec - Pass 2 of 4: Completed in 2.8 sec - Pass 3 of 4: Completed in 1.3 sec - Pass 4 of 4: Completed in 2.8 sec Evaluation completed in 10 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 2 sec - Pass 2 of 4: Completed in 2.7 sec - Pass 3 of 4: Completed in 1.3 sec - Pass 4 of 4: Completed in 2.8 sec Evaluation completed in 9.4 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 2.1 sec - Pass 2 of 4: Completed in 2.3 sec - Pass 3 of 4: Completed in 1.3 sec - Pass 4 of 4: Completed in 2.8 sec Evaluation completed in 9 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 2.5 sec - Pass 2 of 4: Completed in 2.3 sec - Pass 3 of 4: Completed in 1.2 sec - Pass 4 of 4: Completed in 2.8 sec Evaluation completed in 9.4 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 2.1 sec - Pass 2 of 4: Completed in 2.3 sec - Pass 3 of 4: Completed in 1.8 sec - Pass 4 of 4: Completed in 2.8 sec Evaluation completed in 9.6 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 2.7 sec - Pass 2 of 4: Completed in 2.8 sec - Pass 3 of 4: Completed in 1.7 sec - Pass 4 of 4: Completed in 2.2 sec Evaluation completed in 10 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 1: Completed in 1.9 sec Evaluation completed in 2 sec | 7 | Accept | 0.13479 | 312.1 | 0.10058 | 0.10059 | 1 | Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 1: Completed in 0.62 sec Evaluation completed in 0.67 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 1: Completed in 1.2 sec Evaluation completed in 1.3 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.5 sec - Pass 2 of 4: Completed in 1.8 sec - Pass 3 of 4: Completed in 1.6 sec - Pass 4 of 4: Completed in 1.3 sec Evaluation completed in 6.8 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1 sec - Pass 2 of 4: Completed in 1.8 sec - Pass 3 of 4: Completed in 1 sec - Pass 4 of 4: Completed in 1.8 sec Evaluation completed in 6.1 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1 sec - Pass 2 of 4: Completed in 1.8 sec - Pass 3 of 4: Completed in 1.5 sec - Pass 4 of 4: Completed in 1.8 sec Evaluation completed in 6.7 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1 sec - Pass 2 of 4: Completed in 1.2 sec - Pass 3 of 4: Completed in 1.5 sec - Pass 4 of 4: Completed in 1.9 sec Evaluation completed in 6.2 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.5 sec - Pass 2 of 4: Completed in 1.9 sec - Pass 3 of 4: Completed in 1.1 sec - Pass 4 of 4: Completed in 1.9 sec Evaluation completed in 7.1 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.6 sec - Pass 2 of 4: Completed in 1.8 sec - Pass 3 of 4: Completed in 1.6 sec - Pass 4 of 4: Completed in 2 sec Evaluation completed in 7.5 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.1 sec - Pass 2 of 4: Completed in 1.3 sec - Pass 3 of 4: Completed in 1 sec - Pass 4 of 4: Completed in 1.5 sec Evaluation completed in 5.5 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1 sec - Pass 2 of 4: Completed in 1.8 sec - Pass 3 of 4: Completed in 1.1 sec - Pass 4 of 4: Completed in 2 sec Evaluation completed in 6.6 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.6 sec - Pass 2 of 4: Completed in 1.4 sec - Pass 3 of 4: Completed in 1.5 sec - Pass 4 of 4: Completed in 2.1 sec Evaluation completed in 7.1 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.5 sec - Pass 2 of 4: Completed in 1.9 sec - Pass 3 of 4: Completed in 1.1 sec - Pass 4 of 4: Completed in 2.3 sec Evaluation completed in 7.5 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 2 sec - Pass 2 of 4: Completed in 2.5 sec - Pass 3 of 4: Completed in 1.7 sec - Pass 4 of 4: Completed in 2.2 sec Evaluation completed in 9 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.2 sec - Pass 2 of 4: Completed in 1.4 sec - Pass 3 of 4: Completed in 1.7 sec - Pass 4 of 4: Completed in 2.2 sec Evaluation completed in 7.2 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.1 sec - Pass 2 of 4: Completed in 1.9 sec - Pass 3 of 4: Completed in 1.1 sec - Pass 4 of 4: Completed in 2.2 sec Evaluation completed in 7 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.1 sec - Pass 2 of 4: Completed in 1.5 sec - Pass 3 of 4: Completed in 1 sec - Pass 4 of 4: Completed in 2.1 sec Evaluation completed in 6.4 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.7 sec - Pass 2 of 4: Completed in 2 sec - Pass 3 of 4: Completed in 1.7 sec - Pass 4 of 4: Completed in 2.1 sec Evaluation completed in 8.1 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.2 sec - Pass 2 of 4: Completed in 2 sec - Pass 3 of 4: Completed in 1.7 sec - Pass 4 of 4: Completed in 2.1 sec Evaluation completed in 7.6 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.7 sec - Pass 2 of 4: Completed in 1.5 sec - Pass 3 of 4: Completed in 1.6 sec - Pass 4 of 4: Completed in 2 sec Evaluation completed in 7.7 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.7 sec - Pass 2 of 4: Completed in 1.6 sec - Pass 3 of 4: Completed in 1.7 sec - Pass 4 of 4: Completed in 2 sec Evaluation completed in 7.6 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.7 sec - Pass 2 of 4: Completed in 2 sec - Pass 3 of 4: Completed in 1.7 sec - Pass 4 of 4: Completed in 1.9 sec Evaluation completed in 8 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.8 sec - Pass 2 of 4: Completed in 1.6 sec - Pass 3 of 4: Completed in 1.6 sec - Pass 4 of 4: Completed in 2 sec Evaluation completed in 7.5 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 1: Completed in 1.9 sec Evaluation completed in 1.9 sec | 8 | Accept | 0.10249 | 190.23 | 0.10058 | 0.10063 | 58 | Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 1: Completed in 0.67 sec Evaluation completed in 0.73 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 1: Completed in 1.3 sec Evaluation completed in 1.4 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1 sec - Pass 2 of 4: Completed in 1.8 sec - Pass 3 of 4: Completed in 1.6 sec - Pass 4 of 4: Completed in 1.8 sec Evaluation completed in 6.9 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.5 sec - Pass 2 of 4: Completed in 1.3 sec - Pass 3 of 4: Completed in 1.6 sec - Pass 4 of 4: Completed in 1.8 sec Evaluation completed in 6.9 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.1 sec - Pass 2 of 4: Completed in 1.3 sec - Pass 3 of 4: Completed in 1.5 sec - Pass 4 of 4: Completed in 2 sec Evaluation completed in 6.4 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.5 sec - Pass 2 of 4: Completed in 1.8 sec - Pass 3 of 4: Completed in 1.6 sec - Pass 4 of 4: Completed in 1.9 sec Evaluation completed in 7.3 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1 sec - Pass 2 of 4: Completed in 1.8 sec - Pass 3 of 4: Completed in 1.1 sec - Pass 4 of 4: Completed in 1.3 sec Evaluation completed in 5.8 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1 sec - Pass 2 of 4: Completed in 1.3 sec - Pass 3 of 4: Completed in 1.6 sec - Pass 4 of 4: Completed in 2 sec Evaluation completed in 6.4 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1 sec - Pass 2 of 4: Completed in 1.3 sec - Pass 3 of 4: Completed in 1 sec - Pass 4 of 4: Completed in 2 sec Evaluation completed in 5.9 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.1 sec - Pass 2 of 4: Completed in 1.3 sec - Pass 3 of 4: Completed in 1.1 sec - Pass 4 of 4: Completed in 1.9 sec Evaluation completed in 5.9 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.5 sec - Pass 2 of 4: Completed in 1.8 sec - Pass 3 of 4: Completed in 1.1 sec - Pass 4 of 4: Completed in 2 sec Evaluation completed in 7.1 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.1 sec - Pass 2 of 4: Completed in 1.8 sec - Pass 3 of 4: Completed in 1.6 sec - Pass 4 of 4: Completed in 2.1 sec Evaluation completed in 7.3 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.1 sec - Pass 2 of 4: Completed in 1.3 sec - Pass 3 of 4: Completed in 1.6 sec - Pass 4 of 4: Completed in 2.1 sec Evaluation completed in 6.7 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.2 sec - Pass 2 of 4: Completed in 1.8 sec - Pass 3 of 4: Completed in 1.5 sec - Pass 4 of 4: Completed in 1.6 sec Evaluation completed in 6.7 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.1 sec - Pass 2 of 4: Completed in 1.9 sec - Pass 3 of 4: Completed in 1.1 sec - Pass 4 of 4: Completed in 1.9 sec Evaluation completed in 6.6 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.7 sec - Pass 2 of 4: Completed in 1.9 sec - Pass 3 of 4: Completed in 1.6 sec - Pass 4 of 4: Completed in 2 sec Evaluation completed in 7.7 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.2 sec - Pass 2 of 4: Completed in 1.9 sec - Pass 3 of 4: Completed in 1.6 sec - Pass 4 of 4: Completed in 1.9 sec Evaluation completed in 7.1 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.2 sec - Pass 2 of 4: Completed in 1.4 sec - Pass 3 of 4: Completed in 1 sec - Pass 4 of 4: Completed in 1.8 sec Evaluation completed in 6 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.6 sec - Pass 2 of 4: Completed in 2 sec - Pass 3 of 4: Completed in 1.6 sec - Pass 4 of 4: Completed in 1.9 sec Evaluation completed in 7.8 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.7 sec - Pass 2 of 4: Completed in 1.9 sec - Pass 3 of 4: Completed in 1.1 sec - Pass 4 of 4: Completed in 2 sec Evaluation completed in 7.3 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 1: Completed in 1.4 sec Evaluation completed in 1.5 sec | 9 | Best | 0.10033 | 164.41 | 0.10033 | 0.1004 | 112 | Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 1: Completed in 1.2 sec Evaluation completed in 1.2 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 1: Completed in 1.8 sec Evaluation completed in 1.8 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1 sec - Pass 2 of 4: Completed in 1.7 sec - Pass 3 of 4: Completed in 1.6 sec - Pass 4 of 4: Completed in 1.3 sec Evaluation completed in 6.1 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1 sec - Pass 2 of 4: Completed in 1.8 sec - Pass 3 of 4: Completed in 1.5 sec - Pass 4 of 4: Completed in 1.9 sec Evaluation completed in 6.8 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.5 sec - Pass 2 of 4: Completed in 2.1 sec - Pass 3 of 4: Completed in 1 sec - Pass 4 of 4: Completed in 1.8 sec Evaluation completed in 7 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.98 sec - Pass 2 of 4: Completed in 1.3 sec - Pass 3 of 4: Completed in 1.6 sec - Pass 4 of 4: Completed in 1.9 sec Evaluation completed in 6.3 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.98 sec - Pass 2 of 4: Completed in 1.8 sec - Pass 3 of 4: Completed in 1.6 sec - Pass 4 of 4: Completed in 2 sec Evaluation completed in 6.8 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.6 sec - Pass 2 of 4: Completed in 1.8 sec - Pass 3 of 4: Completed in 1.6 sec - Pass 4 of 4: Completed in 2 sec Evaluation completed in 7.6 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.5 sec - Pass 2 of 4: Completed in 1.4 sec - Pass 3 of 4: Completed in 1.6 sec - Pass 4 of 4: Completed in 1.3 sec Evaluation completed in 6.4 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.1 sec - Pass 2 of 4: Completed in 1.2 sec - Pass 3 of 4: Completed in 1 sec - Pass 4 of 4: Completed in 1.8 sec Evaluation completed in 5.6 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.5 sec - Pass 2 of 4: Completed in 1.3 sec - Pass 3 of 4: Completed in 0.98 sec - Pass 4 of 4: Completed in 1.7 sec Evaluation completed in 6.1 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.99 sec - Pass 2 of 4: Completed in 1.7 sec - Pass 3 of 4: Completed in 1.5 sec - Pass 4 of 4: Completed in 1.8 sec Evaluation completed in 6.7 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.6 sec - Pass 2 of 4: Completed in 1.8 sec - Pass 3 of 4: Completed in 1.1 sec - Pass 4 of 4: Completed in 1.7 sec Evaluation completed in 6.7 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 1: Completed in 1.8 sec Evaluation completed in 1.9 sec | 10 | Accept | 0.10145 | 102.12 | 0.10033 | 0.10042 | 1682 | Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 1: Completed in 1.2 sec Evaluation completed in 1.2 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 1: Completed in 1.3 sec Evaluation completed in 1.4 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.5 sec - Pass 2 of 4: Completed in 1.5 sec - Pass 3 of 4: Completed in 1.5 sec - Pass 4 of 4: Completed in 2.1 sec Evaluation completed in 7.2 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.5 sec - Pass 2 of 4: Completed in 1.2 sec - Pass 3 of 4: Completed in 1.5 sec - Pass 4 of 4: Completed in 1.8 sec Evaluation completed in 6.7 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1 sec - Pass 2 of 4: Completed in 1.7 sec - Pass 3 of 4: Completed in 1.1 sec - Pass 4 of 4: Completed in 1.8 sec Evaluation completed in 6.3 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.6 sec - Pass 2 of 4: Completed in 1.9 sec - Pass 3 of 4: Completed in 1.2 sec - Pass 4 of 4: Completed in 2 sec Evaluation completed in 7.4 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.5 sec - Pass 2 of 4: Completed in 1.7 sec - Pass 3 of 4: Completed in 1.6 sec - Pass 4 of 4: Completed in 1.8 sec Evaluation completed in 7.2 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.1 sec - Pass 2 of 4: Completed in 1.3 sec - Pass 3 of 4: Completed in 1.5 sec - Pass 4 of 4: Completed in 1.4 sec Evaluation completed in 5.9 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1 sec - Pass 2 of 4: Completed in 1.7 sec - Pass 3 of 4: Completed in 1 sec - Pass 4 of 4: Completed in 1.4 sec Evaluation completed in 5.7 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.99 sec - Pass 2 of 4: Completed in 1.2 sec - Pass 3 of 4: Completed in 1 sec - Pass 4 of 4: Completed in 2 sec Evaluation completed in 5.8 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.1 sec - Pass 2 of 4: Completed in 1.7 sec - Pass 3 of 4: Completed in 1.6 sec - Pass 4 of 4: Completed in 2 sec Evaluation completed in 7.3 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.6 sec - Pass 2 of 4: Completed in 1.8 sec - Pass 3 of 4: Completed in 1.6 sec - Pass 4 of 4: Completed in 2.1 sec Evaluation completed in 7.9 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.1 sec - Pass 2 of 4: Completed in 1.8 sec - Pass 3 of 4: Completed in 1.5 sec - Pass 4 of 4: Completed in 1.6 sec Evaluation completed in 6.5 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.1 sec - Pass 2 of 4: Completed in 1.4 sec - Pass 3 of 4: Completed in 1.5 sec - Pass 4 of 4: Completed in 1.5 sec Evaluation completed in 6.1 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.1 sec - Pass 2 of 4: Completed in 1.8 sec - Pass 3 of 4: Completed in 1.5 sec - Pass 4 of 4: Completed in 2 sec Evaluation completed in 7 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.1 sec - Pass 2 of 4: Completed in 1.9 sec - Pass 3 of 4: Completed in 1.6 sec - Pass 4 of 4: Completed in 1.5 sec Evaluation completed in 6.6 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.1 sec - Pass 2 of 4: Completed in 1.8 sec - Pass 3 of 4: Completed in 1 sec - Pass 4 of 4: Completed in 1.9 sec Evaluation completed in 6.4 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.2 sec - Pass 2 of 4: Completed in 1.9 sec - Pass 3 of 4: Completed in 1.6 sec - Pass 4 of 4: Completed in 1.9 sec Evaluation completed in 7 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.8 sec - Pass 2 of 4: Completed in 2 sec - Pass 3 of 4: Completed in 1.1 sec - Pass 4 of 4: Completed in 1.9 sec Evaluation completed in 7.3 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.7 sec - Pass 2 of 4: Completed in 1.4 sec - Pass 3 of 4: Completed in 1.6 sec - Pass 4 of 4: Completed in 1.6 sec Evaluation completed in 6.8 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 1: Completed in 1.4 sec Evaluation completed in 1.4 sec | 11 | Accept | 0.10047 | 164.08 | 0.10033 | 0.10044 | 114 | Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 1: Completed in 1.2 sec Evaluation completed in 1.2 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 1: Completed in 1.8 sec Evaluation completed in 1.9 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.5 sec - Pass 2 of 4: Completed in 1.8 sec - Pass 3 of 4: Completed in 1.5 sec - Pass 4 of 4: Completed in 1.3 sec Evaluation completed in 6.7 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.1 sec - Pass 2 of 4: Completed in 1.2 sec - Pass 3 of 4: Completed in 1.5 sec - Pass 4 of 4: Completed in 1.9 sec Evaluation completed in 6.4 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.6 sec - Pass 2 of 4: Completed in 1.8 sec - Pass 3 of 4: Completed in 1.5 sec - Pass 4 of 4: Completed in 1.9 sec Evaluation completed in 7.5 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.6 sec - Pass 2 of 4: Completed in 1.9 sec - Pass 3 of 4: Completed in 1.6 sec - Pass 4 of 4: Completed in 1.9 sec Evaluation completed in 7.6 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.6 sec - Pass 2 of 4: Completed in 1.9 sec - Pass 3 of 4: Completed in 1.5 sec - Pass 4 of 4: Completed in 1.9 sec Evaluation completed in 7.5 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.5 sec - Pass 2 of 4: Completed in 1.8 sec - Pass 3 of 4: Completed in 1 sec - Pass 4 of 4: Completed in 1.5 sec Evaluation completed in 6.3 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.5 sec - Pass 2 of 4: Completed in 1.3 sec - Pass 3 of 4: Completed in 1.5 sec - Pass 4 of 4: Completed in 1.4 sec Evaluation completed in 6.4 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.8 sec - Pass 2 of 4: Completed in 1.9 sec - Pass 3 of 4: Completed in 1.1 sec - Pass 4 of 4: Completed in 1.9 sec Evaluation completed in 7.3 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.5 sec - Pass 2 of 4: Completed in 1.9 sec - Pass 3 of 4: Completed in 1.8 sec - Pass 4 of 4: Completed in 2.1 sec Evaluation completed in 8 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.5 sec - Pass 2 of 4: Completed in 1.8 sec - Pass 3 of 4: Completed in 1.6 sec - Pass 4 of 4: Completed in 2.1 sec Evaluation completed in 7.7 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.6 sec - Pass 2 of 4: Completed in 2.1 sec - Pass 3 of 4: Completed in 1.1 sec - Pass 4 of 4: Completed in 1.6 sec Evaluation completed in 7 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.7 sec - Pass 2 of 4: Completed in 1.9 sec - Pass 3 of 4: Completed in 1.6 sec - Pass 4 of 4: Completed in 2 sec Evaluation completed in 7.8 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.6 sec - Pass 2 of 4: Completed in 1.8 sec - Pass 3 of 4: Completed in 1.1 sec - Pass 4 of 4: Completed in 2 sec Evaluation completed in 7.2 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.2 sec - Pass 2 of 4: Completed in 1.9 sec - Pass 3 of 4: Completed in 1.6 sec - Pass 4 of 4: Completed in 1.5 sec Evaluation completed in 6.7 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.1 sec - Pass 2 of 4: Completed in 1.9 sec - Pass 3 of 4: Completed in 1.6 sec - Pass 4 of 4: Completed in 1.9 sec Evaluation completed in 7.2 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.2 sec - Pass 2 of 4: Completed in 1.9 sec - Pass 3 of 4: Completed in 1.5 sec - Pass 4 of 4: Completed in 2 sec Evaluation completed in 7.2 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.1 sec - Pass 2 of 4: Completed in 1.3 sec - Pass 3 of 4: Completed in 1.1 sec - Pass 4 of 4: Completed in 1.4 sec Evaluation completed in 5.4 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.2 sec - Pass 2 of 4: Completed in 1.9 sec - Pass 3 of 4: Completed in 1.1 sec - Pass 4 of 4: Completed in 1.8 sec Evaluation completed in 6.5 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 1: Completed in 1.8 sec Evaluation completed in 1.8 sec | 12 | Accept | 0.10105 | 171.09 | 0.10033 | 0.10061 | 116 | Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 1: Completed in 0.63 sec Evaluation completed in 0.68 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 1: Completed in 1.3 sec Evaluation completed in 1.3 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.5 sec - Pass 2 of 4: Completed in 1.7 sec - Pass 3 of 4: Completed in 1.5 sec - Pass 4 of 4: Completed in 1.8 sec Evaluation completed in 7.2 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.6 sec - Pass 2 of 4: Completed in 1.8 sec - Pass 3 of 4: Completed in 1.5 sec - Pass 4 of 4: Completed in 1.3 sec Evaluation completed in 6.7 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.5 sec - Pass 2 of 4: Completed in 1.2 sec - Pass 3 of 4: Completed in 1.6 sec - Pass 4 of 4: Completed in 1.8 sec Evaluation completed in 6.7 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.5 sec - Pass 2 of 4: Completed in 1.9 sec - Pass 3 of 4: Completed in 1.1 sec - Pass 4 of 4: Completed in 1.9 sec Evaluation completed in 6.9 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.5 sec - Pass 2 of 4: Completed in 1.2 sec - Pass 3 of 4: Completed in 1.5 sec - Pass 4 of 4: Completed in 1.9 sec Evaluation completed in 6.7 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.5 sec - Pass 2 of 4: Completed in 1.7 sec - Pass 3 of 4: Completed in 1.6 sec - Pass 4 of 4: Completed in 1.9 sec Evaluation completed in 7.3 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1 sec - Pass 2 of 4: Completed in 1.8 sec - Pass 3 of 4: Completed in 1.5 sec - Pass 4 of 4: Completed in 1.5 sec Evaluation completed in 6.4 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1 sec - Pass 2 of 4: Completed in 1.9 sec - Pass 3 of 4: Completed in 1.1 sec - Pass 4 of 4: Completed in 1.5 sec Evaluation completed in 6 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1 sec - Pass 2 of 4: Completed in 1.8 sec - Pass 3 of 4: Completed in 1.6 sec - Pass 4 of 4: Completed in 2 sec Evaluation completed in 7 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.1 sec - Pass 2 of 4: Completed in 1.4 sec - Pass 3 of 4: Completed in 1 sec - Pass 4 of 4: Completed in 1.5 sec Evaluation completed in 5.7 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.1 sec - Pass 2 of 4: Completed in 1.3 sec - Pass 3 of 4: Completed in 1.6 sec - Pass 4 of 4: Completed in 2.1 sec Evaluation completed in 6.6 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.1 sec - Pass 2 of 4: Completed in 1.3 sec - Pass 3 of 4: Completed in 1.6 sec - Pass 4 of 4: Completed in 2.1 sec Evaluation completed in 6.7 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.1 sec - Pass 2 of 4: Completed in 1.4 sec - Pass 3 of 4: Completed in 1.5 sec - Pass 4 of 4: Completed in 1.9 sec Evaluation completed in 6.4 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.6 sec - Pass 2 of 4: Completed in 1.3 sec - Pass 3 of 4: Completed in 1 sec - Pass 4 of 4: Completed in 1.9 sec Evaluation completed in 6.5 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.6 sec - Pass 2 of 4: Completed in 1.9 sec - Pass 3 of 4: Completed in 1.5 sec - Pass 4 of 4: Completed in 1.9 sec Evaluation completed in 7.5 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.6 sec - Pass 2 of 4: Completed in 1.9 sec - Pass 3 of 4: Completed in 1.1 sec - Pass 4 of 4: Completed in 1.9 sec Evaluation completed in 7.1 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.6 sec - Pass 2 of 4: Completed in 1.9 sec - Pass 3 of 4: Completed in 1.6 sec - Pass 4 of 4: Completed in 1.9 sec Evaluation completed in 7.7 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 1: Completed in 1.9 sec Evaluation completed in 1.9 sec | 13 | Accept | 0.10105 | 155.32 | 0.10033 | 0.10069 | 122 | Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 1: Completed in 0.63 sec Evaluation completed in 0.69 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 1: Completed in 1.3 sec Evaluation completed in 1.3 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1 sec - Pass 2 of 4: Completed in 1.3 sec - Pass 3 of 4: Completed in 0.99 sec - Pass 4 of 4: Completed in 1.8 sec Evaluation completed in 5.6 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.99 sec - Pass 2 of 4: Completed in 1.7 sec - Pass 3 of 4: Completed in 1 sec - Pass 4 of 4: Completed in 1.8 sec Evaluation completed in 6 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.1 sec - Pass 2 of 4: Completed in 1.3 sec - Pass 3 of 4: Completed in 1.6 sec - Pass 4 of 4: Completed in 1.8 sec Evaluation completed in 6.3 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.5 sec - Pass 2 of 4: Completed in 1.8 sec - Pass 3 of 4: Completed in 1.6 sec - Pass 4 of 4: Completed in 1.4 sec Evaluation completed in 6.8 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1 sec - Pass 2 of 4: Completed in 1.7 sec - Pass 3 of 4: Completed in 1 sec - Pass 4 of 4: Completed in 1.8 sec Evaluation completed in 6.1 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.6 sec - Pass 2 of 4: Completed in 1.8 sec - Pass 3 of 4: Completed in 1 sec - Pass 4 of 4: Completed in 1.3 sec Evaluation completed in 6.3 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.5 sec - Pass 2 of 4: Completed in 1.3 sec - Pass 3 of 4: Completed in 1 sec - Pass 4 of 4: Completed in 1.5 sec Evaluation completed in 5.9 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.6 sec - Pass 2 of 4: Completed in 1.4 sec - Pass 3 of 4: Completed in 1.5 sec - Pass 4 of 4: Completed in 1.6 sec Evaluation completed in 6.6 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.5 sec - Pass 2 of 4: Completed in 1.9 sec - Pass 3 of 4: Completed in 1.6 sec - Pass 4 of 4: Completed in 1.7 sec Evaluation completed in 7.3 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.1 sec - Pass 2 of 4: Completed in 1.9 sec - Pass 3 of 4: Completed in 1 sec - Pass 4 of 4: Completed in 1.8 sec Evaluation completed in 6.4 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.2 sec - Pass 2 of 4: Completed in 1.9 sec - Pass 3 of 4: Completed in 1.6 sec - Pass 4 of 4: Completed in 2.5 sec Evaluation completed in 8 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.3 sec - Pass 2 of 4: Completed in 1.5 sec - Pass 3 of 4: Completed in 1 sec - Pass 4 of 4: Completed in 2.8 sec Evaluation completed in 7.4 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.8 sec - Pass 2 of 4: Completed in 2.1 sec - Pass 3 of 4: Completed in 1.1 sec - Pass 4 of 4: Completed in 3 sec Evaluation completed in 8.8 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.5 sec - Pass 2 of 4: Completed in 1.7 sec - Pass 3 of 4: Completed in 1.6 sec - Pass 4 of 4: Completed in 3.1 sec Evaluation completed in 8.7 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.5 sec - Pass 2 of 4: Completed in 1.8 sec - Pass 3 of 4: Completed in 1.2 sec - Pass 4 of 4: 0% complete Evalua...
Mdl = classreg.learning.classif.CompactClassificationTree ResponseName: 'Y' CategoricalPredictors: [] ClassNames: [0 1] ScoreTransform: 'none' Properties, Methods
FitInfo = struct with no fields.
HyperparameterOptimizationResults = BayesianOptimization with properties: ObjectiveFcn: @createObjFcn/tallObjFcn VariableDescriptions: [4×1 optimizableVariable] Options: [1×1 struct] MinObjective: 0.1003 XAtMinObjective: [1×1 table] MinEstimatedObjective: 0.1007 XAtMinEstimatedObjective: [1×1 table] NumObjectiveEvaluations: 30 TotalElapsedTime: 4.7763e+03 NextPoint: [1×1 table] XTrace: [30×1 table] ObjectiveTrace: [30×1 double] ConstraintsTrace: [] UserDataTrace: {30×1 cell} ObjectiveEvaluationTimeTrace: [30×1 double] IterationTimeTrace: [30×1 double] ErrorTrace: [30×1 double] FeasibilityTrace: [30×1 logical] FeasibilityProbabilityTrace: [30×1 double] IndexOfMinimumTrace: [30×1 double] ObjectiveMinimumTrace: [30×1 double] EstimatedObjectiveMinimumTrace: [30×1 double] Argumentos de entrada
Argumentos de salida
Más acerca de
Sugerencias
De forma predeterminada, es .
Prune'on'Sin embargo, esta especificación no poda el árbol de clasificación. Para podar un árbol de clasificación entrenado, pase el árbol de clasificación aprune.Después de entrenar un modelo, puede generar código C/C++ que predice las etiquetas para los nuevos datos. La generación de código C/C++ requiere MATLAB Coder™. Para obtener más información, consulte .Introduction to Code Generation
Algoritmos
Referencias
[1] Breiman, L., J. Friedman, R. Olshen, and C. Stone. Classification and Regression Trees. Boca Raton, FL: CRC Press, 1984.
[2] Coppersmith, D., S. J. Hong, and J. R. M. Hosking. “Partitioning Nominal Attributes in Decision Trees.” Data Mining and Knowledge Discovery, Vol. 3, 1999, pp. 197–217.
[3] Loh, W.Y. “Regression Trees with Unbiased Variable Selection and Interaction Detection.” Statistica Sinica, Vol. 12, 2002, pp. 361–386.
[4] Loh, W.Y. and Y.S. Shih. “Split Selection Methods for Classification Trees.” Statistica Sinica, Vol. 7, 1997, pp. 815–840.
Capacidades ampliadas
Consulte también
ClassificationPartitionedModel | ClassificationTree | kfoldPredict | predict | prune
Introducido en R2014a
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