fitctree
Fit binary decision tree for multiclass classification
Syntax
Description
Mdl = fitctree(Tbl,ResponseVarName)Tbl and output (response or labels) contained in
Tbl.ResponseVarName. The returned binary tree splits
branching nodes based on the values of a column of
Tbl.
Mdl = fitctree(___,Name,Value)
[
also returns Mdl,AggregateOptimizationResults] = fitctree(___)AggregateOptimizationResults, which contains
hyperparameter optimization results when you specify the
OptimizeHyperparameters and
HyperparameterOptimizationOptions name-value arguments.
You must also specify the ConstraintType and
ConstraintBounds options of
HyperparameterOptimizationOptions. You can use this
syntax to optimize on compact model size instead of cross-validation loss, and
to perform a set of multiple optimization problems that have the same options
but different constraint bounds.
Note
For a list of supported syntaxes when the input variables are tall arrays, see Tall Arrays.
Examples
Grow a classification tree using the ionosphere data set.
load ionosphere
tc = fitctree(X,Y)tc =
ClassificationTree
ResponseName: 'Y'
CategoricalPredictors: []
ClassNames: {'b' 'g'}
ScoreTransform: 'none'
NumObservations: 351
Properties, Methods
You can control the depth of the trees using the MaxNumSplits, MinLeafSize, or MinParentSize name-value pair parameters. fitctree grows deep decision trees by default. You can grow shallower trees to reduce model complexity or computation time.
Load the ionosphere data set.
load ionosphereThe default values of the tree depth controllers for growing classification trees are:
n - 1forMaxNumSplits.nis the training sample size.1forMinLeafSize.10forMinParentSize.
These default values tend to grow deep trees for large training sample sizes.
Train a classification tree using the default values for tree depth control. Cross-validate the model by using 10-fold cross-validation.
rng(1); % For reproducibility MdlDefault = fitctree(X,Y,'CrossVal','on');
Draw a histogram of the number of imposed splits on the trees. Also, view one of the trees.
numBranches = @(x)sum(x.IsBranch); mdlDefaultNumSplits = cellfun(numBranches, MdlDefault.Trained); figure; histogram(mdlDefaultNumSplits)
view(MdlDefault.Trained{1},'Mode','graph')
The average number of splits is around 15.
Suppose that you want a classification tree that is not as complex (deep) as the ones trained using the default number of splits. Train another classification tree, but set the maximum number of splits at 7, which is about half the mean number of splits from the default classification tree. Cross-validate the model by using 10-fold cross-validation.
Mdl7 = fitctree(X,Y,'MaxNumSplits',7,'CrossVal','on'); view(Mdl7.Trained{1},'Mode','graph')
Compare the cross-validation classification errors of the models.
classErrorDefault = kfoldLoss(MdlDefault)
classErrorDefault = 0.1168
classError7 = kfoldLoss(Mdl7)
classError7 = 0.1311
Mdl7 is much less complex and performs only slightly worse than MdlDefault.
This example shows how to optimize hyperparameters automatically using fitctree. The example uses Fisher's iris data.
Load Fisher's iris data.
load fisheririsOptimize the cross-validation loss of the classifier, using the data in meas to predict the response in species.
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 | 1.0036 | 0.066667 | 0.066667 | 31 |
| 2 | Accept | 0.066667 | 0.33456 | 0.066667 | 0.066667 | 12 |
| 3 | Best | 0.06 | 0.10997 | 0.06 | 0.060001 | 2 |
| 4 | Accept | 0.66667 | 0.10088 | 0.06 | 0.18681 | 73 |
| 5 | Accept | 0.066667 | 0.12734 | 0.06 | 0.060018 | 28 |
| 6 | Accept | 0.06 | 0.064338 | 0.06 | 0.06001 | 4 |
| 7 | Accept | 0.066667 | 0.055362 | 0.06 | 0.055628 | 7 |
| 8 | Accept | 0.06 | 0.074194 | 0.06 | 0.054969 | 1 |
| 9 | Accept | 0.066667 | 0.077921 | 0.06 | 0.060608 | 20 |
| 10 | Accept | 0.06 | 0.05682 | 0.06 | 0.061024 | 3 |
| 11 | Accept | 0.066667 | 0.052887 | 0.06 | 0.06 | 25 |
| 12 | Accept | 0.066667 | 0.062798 | 0.06 | 0.059937 | 5 |
| 13 | Accept | 0.066667 | 0.073075 | 0.06 | 0.059918 | 9 |
| 14 | Accept | 0.06 | 0.10965 | 0.06 | 0.059961 | 3 |
| 15 | Accept | 0.06 | 0.072502 | 0.06 | 0.059963 | 1 |
| 16 | Accept | 0.06 | 0.051956 | 0.06 | 0.059965 | 2 |
| 17 | Accept | 0.066667 | 0.081087 | 0.06 | 0.059959 | 15 |
| 18 | Accept | 0.06 | 0.071441 | 0.06 | 0.05996 | 4 |
| 19 | Accept | 0.06 | 0.060585 | 0.06 | 0.059974 | 3 |
| 20 | Accept | 0.06 | 0.060191 | 0.06 | 0.059976 | 2 |
|======================================================================================|
| Iter | Eval | Objective | Objective | BestSoFar | BestSoFar | MinLeafSize |
| | result | | runtime | (observed) | (estim.) | |
|======================================================================================|
| 21 | Accept | 0.06 | 0.050475 | 0.06 | 0.059977 | 1 |
| 22 | Accept | 0.06 | 0.063542 | 0.06 | 0.059977 | 4 |
| 23 | Accept | 0.06 | 0.055969 | 0.06 | 0.059984 | 3 |
| 24 | Accept | 0.06 | 0.061178 | 0.06 | 0.059984 | 2 |
| 25 | Accept | 0.06 | 0.056977 | 0.06 | 0.059985 | 1 |
| 26 | Accept | 0.33333 | 0.075007 | 0.06 | 0.059995 | 49 |
| 27 | Accept | 0.06 | 0.06167 | 0.06 | 0.059995 | 4 |
| 28 | Accept | 0.066667 | 0.066506 | 0.06 | 0.059993 | 6 |
| 29 | Accept | 0.066667 | 0.040198 | 0.06 | 0.06 | 38 |
| 30 | Accept | 0.066667 | 0.053498 | 0.06 | 0.06 | 35 |
__________________________________________________________
Optimization completed.
MaxObjectiveEvaluations of 30 reached.
Total function evaluations: 30
Total elapsed time: 21.1482 seconds
Total objective function evaluation time: 3.2862
Best observed feasible point:
MinLeafSize
___________
2
Observed objective function value = 0.06
Estimated objective function value = 0.06
Function evaluation time = 0.10997
Best estimated feasible point (according to models):
MinLeafSize
___________
3
Estimated objective function value = 0.06
Estimated function evaluation time = 0.077061
Mdl =
ClassificationTree
ResponseName: 'Y'
CategoricalPredictors: []
ClassNames: {'setosa' 'versicolor' 'virginica'}
ScoreTransform: 'none'
NumObservations: 150
HyperparameterOptimizationResults: [1×1 BayesianOptimization]
Properties, Methods
Load the census1994 data set. Consider a model that predicts a person's salary category given their age, working class, education level, martial status, race, sex, capital gain and loss, and number of working hours per week.
load census1994 X = adultdata(:,{'age','workClass','education_num','marital_status','race',... 'sex','capital_gain','capital_loss','hours_per_week','salary'});
Display the number of categories represented in the categorical variables using summary.
summary(X)
X: 32561×10 table
Variables:
age: double
workClass: categorical (8 categories)
education_num: double
marital_status: categorical (7 categories)
race: categorical (5 categories)
sex: categorical (2 categories)
capital_gain: double
capital_loss: double
hours_per_week: double
salary: categorical (2 categories)
Statistics for applicable variables:
NumMissing Min Median Max Mean Std
age 0 17 37 90 38.5816 13.6404
workClass 1836
education_num 0 1 10 16 10.0807 2.5727
marital_status 0
race 0
sex 0
capital_gain 0 0 0 99999 1.0776e+03 7.3853e+03
capital_loss 0 0 0 4356 87.3038 402.9602
hours_per_week 0 1 40 99 40.4375 12.3474
salary 0
Because there are few categories represented in the categorical variables compared to levels in the continuous variables, the standard CART, predictor-splitting algorithm prefers splitting a continuous predictor over the categorical variables.
Train a classification tree using the entire data set. To grow unbiased trees, specify usage of the curvature test for splitting predictors. Because there are missing observations in the data, specify usage of surrogate splits.
Mdl = fitctree(X,'salary','PredictorSelection','curvature',... 'Surrogate','on');
Estimate predictor importance values by summing changes in the risk due to splits on every predictor and dividing the sum by the number of branch nodes. Compare the estimates using a bar graph.
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';
In this case, capital_gain is the most important predictor, followed by education_num.
This example shows how to optimize hyperparameters of a classification tree automatically using a tall array. The sample data set airlinesmall.csv is a large data set that contains a tabular file of airline flight data. This example creates a tall table containing the data and uses it to run the optimization procedure.
When you perform calculations on tall arrays, MATLAB® uses either a parallel pool (default if you have Parallel Computing Toolbox™) or the local MATLAB session. If you want to run the example using the local MATLAB session when you have Parallel Computing Toolbox, you can change the global execution environment by using the mapreducer function.
Create a datastore that references the folder location with the data. Select a subset of the variables to work with, and treat 'NA' values as missing data so that datastore replaces them with NaN values. Create a tall table that contains the data in the datastore.
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 the flights that are late by 10 minutes or more by defining a logical variable that is true for a late flight. This variable contains the class labels. A preview of this variable includes the first few rows.
Y = tt.DepDelay > 10 % Class labelsY = M×1 tall logical array 1 0 1 1 0 1 0 0 : :
Create a tall array for the predictor data.
X = tt{:,1:end-1} % Predictor dataX =
M×6 tall double matrix
10 21 3 642 8 308
10 26 1 1021 8 296
10 23 5 2055 21 480
10 23 5 1332 13 296
10 22 4 629 4 373
10 28 3 1446 59 308
10 8 4 928 3 447
10 10 6 859 11 954
: : : : : :
: : : : : :
Remove rows in X and Y that contain missing data.
R = rmmissing([X Y]); % Data with missing entries removed
X = R(:,1:end-1);
Y = R(:,end); Standardize the predictor variables.
Z = zscore(X);
Optimize hyperparameters automatically using the 'OptimizeHyperparameters' name-value pair argument. Find the optimal 'MinLeafSize' value that minimizes holdout cross-validation loss. (Specifying 'auto' uses 'MinLeafSize'.) For reproducibility, use the 'expected-improvement-plus' acquisition function and set the seeds of the random number generators using rng and tallrng. The results can vary depending on the number of workers and the execution environment for the tall arrays. For details, see 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 5.6 sec - Pass 2 of 3: Completed in 2.1 sec - Pass 3 of 3: Completed in 3.4 sec Evaluation completed in 13 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 1: Completed in 0.73 sec Evaluation completed in 0.9 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 1: Completed in 1.2 sec Evaluation completed in 1.5 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.64 sec - Pass 2 of 4: Completed in 1.1 sec - Pass 3 of 4: Completed in 0.72 sec - Pass 4 of 4: Completed in 1.1 sec Evaluation completed in 5.9 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.53 sec - Pass 2 of 4: Completed in 0.73 sec - Pass 3 of 4: Completed in 0.58 sec - Pass 4 of 4: Completed in 0.8 sec Evaluation completed in 3.5 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.54 sec - Pass 2 of 4: Completed in 0.72 sec - Pass 3 of 4: Completed in 0.54 sec - Pass 4 of 4: Completed in 0.79 sec Evaluation completed in 3.5 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.51 sec - Pass 2 of 4: Completed in 0.72 sec - Pass 3 of 4: Completed in 0.59 sec - Pass 4 of 4: Completed in 0.87 sec Evaluation completed in 3.3 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.56 sec - Pass 2 of 4: Completed in 0.8 sec - Pass 3 of 4: Completed in 0.54 sec - Pass 4 of 4: Completed in 0.89 sec Evaluation completed in 3.4 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.57 sec - Pass 2 of 4: Completed in 0.74 sec - Pass 3 of 4: Completed in 0.58 sec - Pass 4 of 4: Completed in 1 sec Evaluation completed in 3.5 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.54 sec - Pass 2 of 4: Completed in 1.3 sec - Pass 3 of 4: Completed in 0.68 sec - Pass 4 of 4: Completed in 1.3 sec Evaluation completed in 4.3 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.65 sec - Pass 2 of 4: Completed in 0.73 sec - Pass 3 of 4: Completed in 0.65 sec - Pass 4 of 4: Completed in 1.7 sec Evaluation completed in 4.4 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.63 sec - Pass 2 of 4: Completed in 0.85 sec - Pass 3 of 4: Completed in 0.58 sec - Pass 4 of 4: Completed in 2.2 sec Evaluation completed in 4.9 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.2 sec - Pass 2 of 4: Completed in 0.88 sec - Pass 3 of 4: Completed in 0.58 sec - Pass 4 of 4: Completed in 3 sec Evaluation completed in 6.9 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.72 sec - Pass 2 of 4: Completed in 0.96 sec - Pass 3 of 4: Completed in 0.59 sec - Pass 4 of 4: Completed in 4.2 sec Evaluation completed in 7.2 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.77 sec - Pass 2 of 4: Completed in 0.95 sec - Pass 3 of 4: Completed in 0.65 sec - Pass 4 of 4: Completed in 4.8 sec Evaluation completed in 7.9 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.79 sec - Pass 2 of 4: Completed in 1 sec - Pass 3 of 4: Completed in 0.61 sec - Pass 4 of 4: Completed in 5.1 sec Evaluation completed in 8.4 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.89 sec - Pass 2 of 4: Completed in 1.1 sec - Pass 3 of 4: Completed in 0.59 sec - Pass 4 of 4: Completed in 5.8 sec Evaluation completed in 9.3 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1 sec - Pass 2 of 4: Completed in 1.2 sec - Pass 3 of 4: Completed in 0.63 sec - Pass 4 of 4: Completed in 5.2 sec Evaluation completed in 8.9 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.6 sec - Pass 2 of 4: Completed in 1.3 sec - Pass 3 of 4: Completed in 0.74 sec - Pass 4 of 4: Completed in 4.8 sec Evaluation completed in 9.2 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1 sec - Pass 2 of 4: Completed in 1.3 sec - Pass 3 of 4: Completed in 0.68 sec - Pass 4 of 4: Completed in 3.9 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 1.3 sec - Pass 3 of 4: Completed in 0.7 sec - Pass 4 of 4: Completed in 3 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 0.66 sec - Pass 4 of 4: Completed in 2.5 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 1.3 sec - Pass 3 of 4: Completed in 0.66 sec - Pass 4 of 4: Completed in 2.2 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 0.69 sec - Pass 4 of 4: Completed in 1.9 sec Evaluation completed in 5.5 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 0.67 sec - Pass 4 of 4: Completed in 1.6 sec Evaluation completed in 5.5 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.3 sec - Pass 2 of 4: Completed in 1.4 sec - Pass 3 of 4: Completed in 0.65 sec - Pass 4 of 4: Completed in 1.5 sec Evaluation completed in 5.4 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.1 sec - Pass 2 of 4: Completed in 1.3 sec - Pass 3 of 4: Completed in 0.67 sec - Pass 4 of 4: Completed in 1.3 sec Evaluation completed in 5 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 0.73 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 1.3 sec - Pass 3 of 4: Completed in 0.65 sec - Pass 4 of 4: Completed in 1.4 sec Evaluation completed in 5.1 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 1: Completed in 2.4 sec Evaluation completed in 2.6 sec |======================================================================================| | Iter | Eval | Objective | Objective | BestSoFar | BestSoFar | MinLeafSize | | | result | | runtime | (observed) | (estim.) | | |======================================================================================| | 1 | Best | 0.11572 | 197.12 | 0.11572 | 0.11572 | 10 | Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 1: Completed in 0.4 sec Evaluation completed in 0.56 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 1: Completed in 0.93 sec Evaluation completed in 1.1 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.5 sec - Pass 2 of 4: Completed in 0.7 sec - Pass 3 of 4: Completed in 1.1 sec - Pass 4 of 4: Completed in 0.84 sec Evaluation completed in 3.7 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 1: Completed in 1.4 sec Evaluation completed in 1.6 sec | 2 | Accept | 0.19635 | 10.496 | 0.11572 | 0.12008 | 48298 | Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 1: Completed in 0.33 sec Evaluation completed in 0.47 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 1: Completed in 0.83 sec Evaluation completed in 0.99 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.49 sec - Pass 2 of 4: Completed in 0.68 sec - Pass 3 of 4: Completed in 0.52 sec - Pass 4 of 4: Completed in 0.74 sec Evaluation completed in 3 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.48 sec - Pass 2 of 4: Completed in 0.69 sec - Pass 3 of 4: Completed in 0.51 sec - Pass 4 of 4: Completed in 0.73 sec Evaluation completed in 3 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.51 sec - Pass 2 of 4: Completed in 0.71 sec - Pass 3 of 4: Completed in 0.68 sec - Pass 4 of 4: Completed in 0.77 sec Evaluation completed in 3.2 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.48 sec - Pass 2 of 4: Completed in 0.7 sec - Pass 3 of 4: Completed in 0.55 sec - Pass 4 of 4: Completed in 0.86 sec Evaluation completed in 3.1 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.5 sec - Pass 2 of 4: Completed in 0.69 sec - Pass 3 of 4: Completed in 0.55 sec - Pass 4 of 4: Completed in 0.76 sec Evaluation completed in 3.1 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.52 sec - Pass 2 of 4: Completed in 0.7 sec - Pass 3 of 4: Completed in 0.5 sec - Pass 4 of 4: Completed in 0.76 sec Evaluation completed in 3 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.54 sec - Pass 2 of 4: Completed in 0.75 sec - Pass 3 of 4: Completed in 0.55 sec - Pass 4 of 4: Completed in 1.3 sec Evaluation completed in 4 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.53 sec - Pass 2 of 4: Completed in 0.74 sec - Pass 3 of 4: Completed in 0.55 sec - Pass 4 of 4: Completed in 0.78 sec Evaluation completed in 3.1 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.56 sec - Pass 2 of 4: Completed in 0.76 sec - Pass 3 of 4: Completed in 0.56 sec - Pass 4 of 4: Completed in 0.78 sec Evaluation completed in 3.2 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 1: Completed in 0.75 sec Evaluation completed in 0.87 sec | 3 | Best | 0.1048 | 44.614 | 0.1048 | 0.11431 | 3166 | Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 1: Completed in 0.3 sec Evaluation completed in 0.45 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 1: Completed in 0.83 sec Evaluation completed in 0.97 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.99 sec - Pass 2 of 4: Completed in 0.68 sec - Pass 3 of 4: Completed in 0.52 sec - Pass 4 of 4: Completed in 0.73 sec Evaluation completed in 3.5 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.47 sec - Pass 2 of 4: Completed in 0.76 sec - Pass 3 of 4: Completed in 0.54 sec - Pass 4 of 4: Completed in 0.82 sec Evaluation completed in 3.2 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.52 sec - Pass 2 of 4: Completed in 0.74 sec - Pass 3 of 4: Completed in 0.54 sec - Pass 4 of 4: Completed in 0.81 sec Evaluation completed in 3.2 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.55 sec - Pass 2 of 4: Completed in 0.7 sec - Pass 3 of 4: Completed in 0.53 sec - Pass 4 of 4: Completed in 0.81 sec Evaluation completed in 3.1 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.52 sec - Pass 2 of 4: Completed in 0.77 sec - Pass 3 of 4: Completed in 0.58 sec - Pass 4 of 4: Completed in 0.89 sec Evaluation completed in 3.3 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.51 sec - Pass 2 of 4: Completed in 0.74 sec - Pass 3 of 4: Completed in 0.6 sec - Pass 4 of 4: Completed in 1.5 sec Evaluation completed in 3.9 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1 sec - Pass 2 of 4: Completed in 0.75 sec - Pass 3 of 4: Completed in 0.55 sec - Pass 4 of 4: Completed in 1.1 sec Evaluation completed in 4.1 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.52 sec - Pass 2 of 4: Completed in 0.78 sec - Pass 3 of 4: Completed in 0.5 sec - Pass 4 of 4: Completed in 1.3 sec Evaluation completed in 3.6 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.63 sec - Pass 2 of 4: Completed in 1.3 sec - Pass 3 of 4: Completed in 0.61 sec - Pass 4 of 4: Completed in 1.4 sec Evaluation completed in 4.5 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.59 sec - Pass 2 of 4: Completed in 0.8 sec - Pass 3 of 4: Completed in 0.57 sec - Pass 4 of 4: Completed in 1.5 sec Evaluation completed in 4.1 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.66 sec - Pass 2 of 4: Completed in 0.81 sec - Pass 3 of 4: Completed in 0.52 sec - Pass 4 of 4: Completed in 1.5 sec Evaluation completed in 4.2 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.62 sec - Pass 2 of 4: Completed in 0.75 sec - Pass 3 of 4: Completed in 0.61 sec - Pass 4 of 4: Completed in 1.4 sec Evaluation completed in 3.9 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.61 sec - Pass 2 of 4: Completed in 0.78 sec - Pass 3 of 4: Completed in 1.1 sec - Pass 4 of 4: Completed in 1.6 sec Evaluation completed in 4.7 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.6 sec - Pass 2 of 4: Completed in 0.81 sec - Pass 3 of 4: Completed in 0.55 sec - Pass 4 of 4: Completed in 1.5 sec Evaluation completed in 4 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.61 sec - Pass 2 of 4: Completed in 0.78 sec - Pass 3 of 4: Completed in 0.55 sec - Pass 4 of 4: Completed in 0.9 sec Evaluation completed in 3.4 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.59 sec - Pass 2 of 4: Completed in 0.81 sec - Pass 3 of 4: Completed in 0.53 sec - Pass 4 of 4: Completed in 0.81 sec Evaluation completed in 3.3 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.59 sec - Pass 2 of 4: Completed in 0.78 sec - Pass 3 of 4: Completed in 1 sec - Pass 4 of 4: Completed in 1.3 sec Evaluation completed in 4.3 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 1: Completed in 0.8 sec Evaluation completed in 0.94 sec | 4 | Best | 0.10094 | 91.723 | 0.10094 | 0.10574 | 180 | Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 1: Completed in 0.3 sec Evaluation completed in 0.42 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 1: Completed in 0.93 sec Evaluation completed in 1.1 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.55 sec - Pass 2 of 4: Completed in 0.66 sec - Pass 3 of 4: Completed in 0.55 sec - Pass 4 of 4: Completed in 0.83 sec Evaluation completed in 3.1 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.49 sec - Pass 2 of 4: Completed in 0.71 sec - Pass 3 of 4: Completed in 0.54 sec - Pass 4 of 4: Completed in 0.76 sec Evaluation completed in 3.1 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.5 sec - Pass 2 of 4: Completed in 0.7 sec - Pass 3 of 4: Completed in 0.56 sec - Pass 4 of 4: Completed in 0.78 sec Evaluation completed in 3.1 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.56 sec - Pass 2 of 4: Completed in 0.72 sec - Pass 3 of 4: Completed in 0.51 sec - Pass 4 of 4: Completed in 0.81 sec Evaluation completed in 3.2 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.52 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 0.88 sec Evaluation completed in 4.3 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.52 sec - Pass 2 of 4: Completed in 0.7 sec - Pass 3 of 4: Completed in 0.5 sec - Pass 4 of 4: Completed in 0.98 sec Evaluation completed in 3.3 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.56 sec - Pass 2 of 4: Completed in 0.74 sec - Pass 3 of 4: Completed in 0.5 sec - Pass 4 of 4: Completed in 1.1 sec Evaluation completed in 3.5 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.61 sec - Pass 2 of 4: Completed in 0.81 sec - Pass 3 of 4: Completed in 0.56 sec - Pass 4 of 4: Completed in 1.2 sec Evaluation completed in 3.8 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.59 sec - Pass 2 of 4: Completed in 0.81 sec - Pass 3 of 4: Completed in 0.7 sec - Pass 4 of 4: Completed in 1.4 sec Evaluation completed in 4.1 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.56 sec - Pass 2 of 4: Completed in 0.73 sec - Pass 3 of 4: Completed in 0.59 sec - Pass 4 of 4: Completed in 1.4 sec Evaluation completed in 3.8 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.58 sec - Pass 2 of 4: Completed in 0.8 sec - Pass 3 of 4: Completed in 0.52 sec - Pass 4 of 4: Completed in 1.2 sec Evaluation completed in 3.7 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.64 sec - Pass 2 of 4: Completed in 0.79 sec - Pass 3 of 4: Completed in 0.54 sec - Pass 4 of 4: Completed in 1.1 sec Evaluation completed in 3.6 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.57 sec - Pass 2 of 4: Completed in 0.78 sec - Pass 3 of 4: Completed in 0.56 sec - Pass 4 of 4: Completed in 0.97 sec Evaluation completed in 3.5 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.55 sec - Pass 2 of 4: Completed in 0.75 sec - Pass 3 of 4: Completed in 0.55 sec - Pass 4 of 4: Completed in 0.89 sec Evaluation completed in 3.3 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.6 sec - Pass 2 of 4: Completed in 1.3 sec - Pass 3 of 4: Completed in 0.61 sec - Pass 4 of 4: Completed in 0.85 sec Evaluation completed in 3.9 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.6 sec - Pass 2 of 4: Completed in 0.82 sec - Pass 3 of 4: Completed in 0.56 sec - Pass 4 of 4: Completed in 0.79 sec Evaluation completed in 3.4 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 1: Completed in 1.3 sec Evaluation completed in 1.4 sec | 5 | Best | 0.10087 | 82.84 | 0.10087 | 0.10085 | 219 | Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 1: Completed in 0.32 sec Evaluation completed in 0.45 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 1: Completed in 0.87 sec Evaluation completed in 1 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.5 sec - Pass 2 of 4: Completed in 0.7 sec - Pass 3 of 4: Completed in 0.56 sec - Pass 4 of 4: Completed in 0.76 sec Evaluation completed in 3.1 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.53 sec - Pass 2 of 4: Completed in 0.74 sec - Pass 3 of 4: Completed in 0.54 sec - Pass 4 of 4: Completed in 0.79 sec Evaluation completed in 3.2 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.49 sec - Pass 2 of 4: Completed in 0.66 sec - Pass 3 of 4: Completed in 0.5 sec - Pass 4 of 4: Completed in 0.78 sec Evaluation completed in 3 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.49 sec - Pass 2 of 4: Completed in 0.68 sec - Pass 3 of 4: Completed in 0.51 sec - Pass 4 of 4: Completed in 0.81 sec Evaluation completed in 3.1 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.55 sec - Pass 2 of 4: Completed in 0.68 sec - Pass 3 of 4: Completed in 0.54 sec - Pass 4 of 4: Completed in 0.86 sec Evaluation completed in 3.2 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.51 sec - Pass 2 of 4: Completed in 0.71 sec - Pass 3 of 4: Completed in 0.53 sec - Pass 4 of 4: Completed in 1 sec Evaluation completed in 3.4 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.59 sec - Pass 2 of 4: Completed in 1.2 sec - Pass 3 of 4: Completed in 0.55 sec - Pass 4 of 4: Completed in 0.85 sec Evaluation completed in 3.8 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.6 sec - Pass 2 of 4: Completed in 0.74 sec - Pass 3 of 4: Completed in 0.6 sec - Pass 4 of 4: Completed in 0.84 sec Evaluation completed in 3.3 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.51 sec - Pass 2 of 4: Completed in 0.77 sec - Pass 3 of 4: Completed in 0.58 sec - Pass 4 of 4: Completed in 0.87 sec Evaluation completed in 3.3 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.53 sec - Pass 2 of 4: Completed in 0.78 sec - Pass 3 of 4: Completed in 1.1 sec - Pass 4 of 4: Completed in 0.92 sec Evaluation completed in 3.9 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.54 sec - Pass 2 of 4: Completed in 0.81 sec - Pass 3 of 4: Completed in 0.59 sec - Pass 4 of 4: Completed in 0.77 sec Evaluation completed in 3.2 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.53 sec - Pass 2 of 4: Completed in 1.2 sec - Pass 3 of 4: Completed in 0.68 sec - Pass 4 of 4: Completed in 0.86 sec Evaluation completed in 3.9 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 1: Completed in 0.77 sec Evaluation completed in 0.93 sec | 6 | Accept | 0.10155 | 61.043 | 0.10087 | 0.10089 | 1089 | Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 1: Completed in 0.33 sec Evaluation completed in 0.46 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 1: Completed in 0.89 sec Evaluation completed in 1 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.56 sec - Pass 2 of 4: Completed in 0.72 sec - Pass 3 of 4: Completed in 0.56 sec - Pass 4 of 4: Completed in 0.8 sec Evaluation completed in 3.2 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.53 sec - Pass 2 of 4: Completed in 0.69 sec - Pass 3 of 4: Completed in 0.54 sec - Pass 4 of 4: Completed in 0.85 sec Evaluation completed in 3.1 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.51 sec - Pass 2 of 4: Completed in 1.2 sec - Pass 3 of 4: Completed in 0.59 sec - Pass 4 of 4: Completed in 0.83 sec Evaluation completed in 3.8 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1 sec - Pass 2 of 4: Completed in 0.76 sec - Pass 3 of 4: Completed in 0.56 sec - Pass 4 of 4: Completed in 0.87 sec Evaluation completed in 4 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1 sec - Pass 2 of 4: Completed in 0.77 sec - Pass 3 of 4: Completed in 0.53 sec - Pass 4 of 4: Completed in 0.9 sec Evaluation completed in 3.8 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1 sec - Pass 2 of 4: Completed in 0.77 sec - Pass 3 of 4: Completed in 0.51 sec - Pass 4 of 4: Completed in 0.98 sec Evaluation completed in 3.9 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1 sec - Pass 2 of 4: Completed in 0.78 sec - Pass 3 of 4: Completed in 0.62 sec - Pass 4 of 4: Completed in 1.1 sec Evaluation completed in 4.2 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.52 sec - Pass 2 of 4: Completed in 0.71 sec - Pass 3 of 4: Completed in 0.53 sec - Pass 4 of 4: Completed in 1.5 sec Evaluation completed in 3.9 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.59 sec - Pass 2 of 4: Completed in 0.72 sec - Pass 3 of 4: Completed in 0.59 sec - Pass 4 of 4: Completed in 2 sec Evaluation completed in 4.5 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.59 sec - Pass 2 of 4: Completed in 0.81 sec - Pass 3 of 4: Completed in 0.57 sec - Pass 4 of 4: Completed in 2.7 sec Evaluation completed in 5.4 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.64 sec - Pass 2 of 4: Completed in 0.87 sec - Pass 3 of 4: Completed in 1.2 sec - Pass 4 of 4: Completed in 3.7 sec Evaluation completed in 7.1 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.73 sec - Pass 2 of 4: Completed in 0.92 sec - Pass 3 of 4: Completed in 0.6 sec - Pass 4 of 4: Completed in 4.4 sec Evaluation completed in 7.3 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.86 sec - Pass 2 of 4: Completed in 1.5 sec - Pass 3 of 4: Completed in 0.64 sec - Pass 4 of 4: Completed in 4.8 sec Evaluation completed in 8.6 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.9 sec - Pass 2 of 4: Completed in 1.1 sec - Pass 3 of 4: Completed in 0.65 sec - Pass 4 of 4: Completed in 5.2 sec Evaluation completed in 8.5 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1 sec - Pass 2 of 4: Completed in 1.3 sec - Pass 3 of 4: Completed in 0.73 sec - Pass 4 of 4: Completed in 5.6 sec Evaluation completed in 9.4 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.5 sec - Pass 2 of 4: Completed in 1.6 sec - Pass 3 of 4: Completed in 0.75 sec - Pass 4 of 4: Completed in 5.8 sec Evaluation completed in 10 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.3 sec - Pass 2 of 4: Completed in 1.4 sec - Pass 3 of 4: Completed in 1.2 sec - Pass 4 of 4: Completed in 5.1 sec Evaluation completed in 9.9 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.4 sec - Pass 2 of 4: Completed in 1.5 sec - Pass 3 of 4: Completed in 0.7 sec - Pass 4 of 4: Completed in 4.1 sec Evaluation completed in 8.5 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.4 sec - Pass 2 of 4: Completed in 1.6 sec - Pass 3 of 4: Completed in 0.71 sec - Pass 4 of 4: Completed in 3.6 sec Evaluation completed in 7.9 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 0.74 sec - Pass 4 of 4: Completed in 3.2 sec Evaluation completed in 7.9 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.4 sec - Pass 2 of 4: Completed in 1.7 sec - Pass 3 of 4: Completed in 0.73 sec - Pass 4 of 4: Completed in 2.8 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 1.7 sec - Pass 3 of 4: Completed in 0.82 sec - Pass 4 of 4: Completed in 2.4 sec Evaluation completed in 7 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 2 sec - Pass 2 of 4: Completed in 1.9 sec - Pass 3 of 4: Completed in 0.79 sec - Pass 4 of 4: Completed in 2.3 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 1.8 sec - Pass 3 of 4: Completed in 0.73 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 1.6 sec - Pass 2 of 4: Completed in 1.7 sec - Pass 3 of 4: Completed in 0.79 sec - Pass 4 of 4: Completed in 2.3 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 0.8 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 1.7 sec - Pass 2 of 4: Completed in 1.8 sec - Pass 3 of 4: Completed in 0.77 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 1.4 sec - Pass 2 of 4: Completed in 1.6 sec - Pass 3 of 4: Completed in 0.73 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 1.5 sec - Pass 2 of 4: Completed in 1.7 sec - Pass 3 of 4: Completed in 1.3 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 4: Completed in 1.5 sec - Pass 2 of 4: Completed in 1.7 sec - Pass 3 of 4: Completed in 0.73 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 1: Completed in 1.3 sec Evaluation completed in 1.5 sec | 7 | Accept | 0.13495 | 241.76 | 0.10087 | 0.10089 | 1 | Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 1: Completed in 0.31 sec Evaluation completed in 0.44 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 1: Completed in 0.87 sec Evaluation completed in 1 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.47 sec - Pass 2 of 4: Completed in 0.67 sec - Pass 3 of 4: Completed in 0.54 sec - Pass 4 of 4: Completed in 0.74 sec Evaluation completed in 3 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.51 sec - Pass 2 of 4: Completed in 0.79 sec - Pass 3 of 4: Completed in 0.56 sec - Pass 4 of 4: Completed in 0.76 sec Evaluation completed in 3.2 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.49 sec - Pass 2 of 4: Completed in 0.69 sec - Pass 3 of 4: Completed in 1.1 sec - Pass 4 of 4: Completed in 0.78 sec Evaluation completed in 3.6 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1 sec - Pass 2 of 4: Completed in 0.78 sec - Pass 3 of 4: Completed in 0.53 sec - Pass 4 of 4: Completed in 0.85 sec Evaluation completed in 3.8 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.54 sec - Pass 2 of 4: Completed in 0.77 sec - Pass 3 of 4: Completed in 0.52 sec - Pass 4 of 4: Completed in 0.89 sec Evaluation completed in 3.3 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.51 sec - Pass 2 of 4: Completed in 0.73 sec - Pass 3 of 4: Completed in 0.6 sec - Pass 4 of 4: Completed in 1.1 sec Evaluation completed in 3.5 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.53 sec - Pass 2 of 4: Completed in 0.77 sec - Pass 3 of 4: Completed in 0.54 sec - Pass 4 of 4: Completed in 1.3 sec Evaluation completed in 3.7 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.62 sec - Pass 2 of 4: Completed in 0.8 sec - Pass 3 of 4: Completed in 0.61 sec - Pass 4 of 4: Completed in 1.6 sec Evaluation completed in 4.4 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.2 sec - Pass 2 of 4: Completed in 1.5 sec - Pass 3 of 4: Completed in 1.1 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 0.69 sec - Pass 2 of 4: Completed in 0.88 sec - Pass 3 of 4: Completed in 0.75 sec - Pass 4 of 4: Completed in 2.1 sec Evaluation completed in 5.1 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.61 sec - Pass 2 of 4: Completed in 0.79 sec - Pass 3 of 4: Completed in 0.54 sec - Pass 4 of 4: Completed in 2.2 sec Evaluation completed in 4.8 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.61 sec - Pass 2 of 4: Completed in 0.84 sec - Pass 3 of 4: Completed in 0.58 sec - Pass 4 of 4: Completed in 2.2 sec Evaluation completed in 4.9 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.68 sec - Pass 2 of 4: Completed in 0.85 sec - Pass 3 of 4: Completed in 0.59 sec - Pass 4 of 4: Completed in 2.2 sec Evaluation completed in 4.9 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.68 sec - Pass 2 of 4: Completed in 0.91 sec - Pass 3 of 4: Completed in 0.58 sec - Pass 4 of 4: Completed in 2.4 sec Evaluation completed in 5.3 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.92 sec - Pass 2 of 4: Completed in 0.86 sec - Pass 3 of 4: Completed in 0.57 sec - Pass 4 of 4: Completed in 1.6 sec Evaluation completed in 4.7 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.69 sec - Pass 2 of 4: Completed in 0.91 sec - Pass 3 of 4: Completed in 0.63 sec - Pass 4 of 4: Completed in 1.3 sec Evaluation completed in 4.1 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.67 sec - Pass 2 of 4: Completed in 0.86 sec - Pass 3 of 4: Completed in 0.56 sec - Pass 4 of 4: Completed in 0.99 sec Evaluation completed in 3.6 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.2 sec - Pass 2 of 4: Completed in 0.9 sec - Pass 3 of 4: Completed in 0.57 sec - Pass 4 of 4: Completed in 0.95 sec Evaluation completed in 4.2 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.73 sec - Pass 2 of 4: Completed in 0.91 sec - Pass 3 of 4: Completed in 0.57 sec - Pass 4 of 4: Completed in 0.91 sec Evaluation completed in 3.7 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.76 sec - Pass 2 of 4: Completed in 0.93 sec - Pass 3 of 4: Completed in 0.57 sec - Pass 4 of 4: Completed in 0.9 sec Evaluation completed in 3.7 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 1: Completed in 0.91 sec Evaluation completed in 1.1 sec | 8 | Accept | 0.10246 | 115.31 | 0.10087 | 0.10089 | 58 | Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 1: Completed in 0.34 sec Evaluation completed in 0.49 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 1: Completed in 0.87 sec Evaluation completed in 1 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.55 sec - Pass 2 of 4: Completed in 0.72 sec - Pass 3 of 4: Completed in 0.57 sec - Pass 4 of 4: Completed in 0.8 sec Evaluation completed in 3.2 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.48 sec - Pass 2 of 4: Completed in 0.7 sec - Pass 3 of 4: Completed in 0.52 sec - Pass 4 of 4: Completed in 0.76 sec Evaluation completed in 3 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.51 sec - Pass 2 of 4: Completed in 0.69 sec - Pass 3 of 4: Completed in 0.54 sec - Pass 4 of 4: Completed in 0.79 sec Evaluation completed in 3.1 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.53 sec - Pass 2 of 4: Completed in 0.72 sec - Pass 3 of 4: Completed in 0.56 sec - Pass 4 of 4: Completed in 0.81 sec Evaluation completed in 3.2 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1 sec - Pass 2 of 4: Completed in 0.75 sec - Pass 3 of 4: Completed in 0.56 sec - Pass 4 of 4: Completed in 1.4 sec Evaluation completed in 4.3 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.55 sec - Pass 2 of 4: Completed in 0.77 sec - Pass 3 of 4: Completed in 0.6 sec - Pass 4 of 4: Completed in 0.9 sec Evaluation completed in 3.3 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.5 sec - Pass 2 of 4: Completed in 0.73 sec - Pass 3 of 4: Completed in 1.1 sec - Pass 4 of 4: Completed in 1.1 sec Evaluation completed in 4 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.56 sec - Pass 2 of 4: Completed in 0.75 sec - Pass 3 of 4: Completed in 0.53 sec - Pass 4 of 4: Completed in 1.2 sec Evaluation completed in 3.5 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.61 sec - Pass 2 of 4: Completed in 0.76 sec - Pass 3 of 4: Completed in 1.1 sec - Pass 4 of 4: Completed in 1.1 sec Evaluation completed in 4.1 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.6 sec - Pass 2 of 4: Completed in 0.74 sec - Pass 3 of 4: Completed in 0.53 sec - Pass 4 of 4: Completed in 0.95 sec Evaluation completed in 3.4 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.55 sec - Pass 2 of 4: Completed in 0.76 sec - Pass 3 of 4: Completed in 0.57 sec - Pass 4 of 4: Completed in 0.94 sec Evaluation completed in 3.4 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.58 sec - Pass 2 of 4: Completed in 0.77 sec - Pass 3 of 4: Completed in 0.54 sec - Pass 4 of 4: Completed in 0.83 sec Evaluation completed in 3.3 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.59 sec - Pass 2 of 4: Completed in 0.78 sec - Pass 3 of 4: Completed in 0.57 sec - Pass 4 of 4: Completed in 0.83 sec Evaluation completed in 3.4 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.6 sec - Pass 2 of 4: Completed in 0.76 sec - Pass 3 of 4: Completed in 0.55 sec - Pass 4 of 4: Completed in 0.77 sec Evaluation completed in 3.3 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.72 sec - Pass 2 of 4: Completed in 0.81 sec - Pass 3 of 4: Completed in 0.6 sec - Pass 4 of 4: Completed in 0.76 sec Evaluation completed in 3.6 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 1: Completed in 1.3 sec Evaluation completed in 1.4 sec | 9 | Accept | 0.10173 | 77.229 | 0.10087 | 0.10086 | 418 | Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 1: Completed in 0.32 sec Evaluation completed in 0.46 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 1: Completed in 0.84 sec Evaluation completed in 1 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.5 sec - Pass 2 of 4: Completed in 0.72 sec - Pass 3 of 4: Completed in 0.57 sec - Pass 4 of 4: Completed in 0.75 sec Evaluation completed in 3.1 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.49 sec - Pass 2 of 4: Completed in 0.68 sec - Pass 3 of 4: Completed in 0.55 sec - Pass 4 of 4: Completed in 0.76 sec Evaluation completed in 3 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.52 sec - Pass 2 of 4: Completed in 0.71 sec - Pass 3 of 4: Completed in 0.54 sec - Pass 4 of 4: Completed in 0.91 sec Evaluation completed in 3.3 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.53 sec - Pass 2 of 4: Completed in 0.69 sec - Pass 3 of 4: Completed in 0.52 sec - Pass 4 of 4: Completed in 0.82 sec Evaluation completed in 3.1 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.51 sec - Pass 2 of 4: Completed in 0.7 sec - Pass 3 of 4: Completed in 0.61 sec - Pass 4 of 4: Completed in 0.82 sec Evaluation completed in 3.2 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.1 sec - Pass 2 of 4: Completed in 0.78 sec - Pass 3 of 4: Completed in 0.54 sec - Pass 4 of 4: Completed in 0.95 sec Evaluation completed in 3.9 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.55 sec - Pass 2 of 4: Completed in 0.71 sec - Pass 3 of 4: Completed in 0.53 sec - Pass 4 of 4: Completed in 1.1 sec Evaluation completed in 3.5 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.54 sec - Pass 2 of 4: Completed in 0.7 sec - Pass 3 of 4: Completed in 0.58 sec - Pass 4 of 4: Completed in 1.3 sec Evaluation completed in 3.7 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.55 sec - Pass 2 of 4: Completed in 0.73 sec - Pass 3 of 4: Completed in 0.59 sec - Pass 4 of 4: Completed in 1.7 sec Evaluation completed in 4.2 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.58 sec - Pass 2 of 4: Completed in 0.79 sec - Pass 3 of 4: Completed in 0.56 sec - Pass 4 of 4: Completed in 1.7 sec Evaluation completed in 4.2 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.71 sec - Pass 2 of 4: Completed in 1.7 sec - Pass 3 of 4: Completed in 0.59 sec - Pass 4 of 4: Completed in 1.7 sec Evaluation completed in 5.2 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.65 sec - Pass 2 of 4: Completed in 0.83 sec - Pass 3 of 4: Completed in 0.61 sec - Pass 4 of 4: Completed in 1.4 sec Evaluation completed in 4.1 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.67 sec - Pass 2 of 4: Completed in 0.87 sec - Pass 3 of 4: Completed in 0.58 sec - Pass 4 of 4: Completed in 1.4 sec Evaluation completed in 4.1 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.61 sec - Pass 2 of 4: Completed in 0.82 sec - Pass 3 of 4: Completed in 0.55 sec - Pass 4 of 4: Completed in 1.1 sec Evaluation completed in 3.7 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.65 sec - Pass 2 of 4: Completed in 0.84 sec - Pass 3 of 4: Completed in 0.62 sec - Pass 4 of 4: Completed in 0.89 sec Evaluation completed in 3.6 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.64 sec - Pass 2 of 4: Completed in 0.81 sec - Pass 3 of 4: Completed in 0.56 sec - Pass 4 of 4: Completed in 0.88 sec Evaluation completed in 3.6 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.62 sec - Pass 2 of 4: Completed in 0.9 sec - Pass 3 of 4: Completed in 0.55 sec - Pass 4 of 4: Completed in 0.86 sec Evaluation completed in 3.5 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.65 sec - Pass 2 of 4: Completed in 0.81 sec - Pass 3 of 4: Completed in 0.56 sec - Pass 4 of 4: Completed in 0.8 sec Evaluation completed in 3.3 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 1: Completed in 0.77 sec Evaluation completed in 0.89 sec | 10 | Accept | 0.10114 | 94.532 | 0.10087 | 0.10091 | 123 | Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 1: Completed in 0.86 sec Evaluation completed in 1 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 1: Completed in 0.83 sec Evaluation completed in 0.99 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.48 sec - Pass 2 of 4: Completed in 0.7 sec - Pass 3 of 4: Completed in 0.54 sec - Pass 4 of 4: Completed in 0.8 sec Evaluation completed in 3 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.5 sec - Pass 2 of 4: Completed in 0.72 sec - Pass 3 of 4: Completed in 0.53 sec - Pass 4 of 4: Completed in 0.79 sec Evaluation completed in 3.1 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.56 sec - Pass 2 of 4: Completed in 0.73 sec - Pass 3 of 4: Completed in 0.54 sec - Pass 4 of 4: Completed in 0.85 sec Evaluation completed in 3.3 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.5 sec - Pass 2 of 4: Completed in 0.69 sec - Pass 3 of 4: Completed in 0.55 sec - Pass 4 of 4: Completed in 0.81 sec Evaluation completed in 3.2 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.55 sec - Pass 2 of 4: Completed in 0.82 sec - Pass 3 of 4: Completed in 0.64 sec - Pass 4 of 4: Completed in 0.94 sec Evaluation completed in 3.5 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.49 sec - Pass 2 of 4: Completed in 0.77 sec - Pass 3 of 4: Completed in 0.53 sec - Pass 4 of 4: Completed in 0.97 sec Evaluation completed in 3.3 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.56 sec - Pass 2 of 4: Completed in 0.78 sec - Pass 3 of 4: Completed in 0.58 sec - Pass 4 of 4: Completed in 1.3 sec Evaluation completed in 3.8 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.55 sec - Pass 2 of 4: Completed in 0.81 sec - Pass 3 of 4: Completed in 0.56 sec - Pass 4 of 4: Completed in 1.3 sec Evaluation completed in 3.8 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.55 sec - Pass 2 of 4: Completed in 0.76 sec - Pass 3 of 4: Completed in 0.56 sec - Pass 4 of 4: Completed in 1.5 sec Evaluation completed in 3.9 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.59 sec - Pass 2 of 4: Completed in 0.76 sec - Pass 3 of 4: Completed in 0.55 sec - Pass 4 of 4: Completed in 1.5 sec Evaluation completed in 4 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.59 sec - Pass 2 of 4: Completed in 0.8 sec - Pass 3 of 4: Completed in 0.59 sec - Pass 4 of 4: Completed in 1.4 sec Evaluation completed in 3.9 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.59 sec - Pass 2 of 4: Completed in 0.77 sec - Pass 3 of 4: Completed in 0.55 sec - Pass 4 of 4: Completed in 1.2 sec Evaluation completed in 3.7 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.1 sec - Pass 2 of 4: Completed in 0.8 sec - Pass 3 of 4: Completed in 0.58 sec - Pass 4 of 4: Completed in 1.1 sec Evaluation completed in 4.2 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.65 sec - Pass 2 of 4: Completed in 0.84 sec - Pass 3 of 4: Completed in 1.1 sec - Pass 4 of 4: Completed in 1 sec Evaluation completed in 4.3 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.63 sec - Pass 2 of 4: Completed in 0.84 sec - Pass 3 of 4: Completed in 0.59 sec - Pass 4 of 4: Completed in 0.9 sec Evaluation completed in 3.5 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.2 sec - Pass 2 of 4: Completed in 0.83 sec - Pass 3 of 4: Completed in 0.56 sec - Pass 4 of 4: Completed in 0.81 sec Evaluation completed in 4 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.65 sec - Pass 2 of 4: Completed in 0.79 sec - Pass 3 of 4: Completed in 0.59 sec - Pass 4 of 4: Completed in 0.8 sec Evaluation completed in 3.4 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 1: Completed in 0.77 sec Evaluation completed in 0.89 sec | 11 | Best | 0.1008 | 90.637 | 0.1008 | 0.10088 | 178 | Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 1: Completed in 0.38 sec Evaluation completed in 0.52 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 1: Completed in 0.88 sec Evaluation completed in 1 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.49 sec - Pass 2 of 4: Completed in 0.69 sec - Pass 3 of 4: Completed in 0.51 sec - Pass 4 of 4: Completed in 0.78 sec Evaluation completed in 3 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.59 sec - Pass 2 of 4: Completed in 0.72 sec - Pass 3 of 4: Completed in 0.53 sec - Pass 4 of 4: Completed in 0.79 sec Evaluation completed in 3.1 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.58 sec - Pass 2 of 4: Completed in 0.74 sec - Pass 3 of 4: Completed in 0.55 sec - Pass 4 of 4: Completed in 0.93 sec Evaluation completed in 3.4 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.57 sec - Pass 2 of 4: Completed in 0.79 sec - Pass 3 of 4: Completed in 0.58 sec - Pass 4 of 4: Completed in 0.83 sec Evaluation completed in 3.3 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.53 sec - Pass 2 of 4: Completed in 1.2 sec - Pass 3 of 4: Completed in 0.59 sec - Pass 4 of 4: Completed in 0.91 sec Evaluation completed in 3.8 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.58 sec - Pass 2 of 4: Completed in 0.85 sec - Pass 3 of 4: Completed in 0.58 sec - Pass 4 of 4: Completed in 1 sec Evaluation completed in 3.6 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.56 sec - Pass 2 of 4: Completed in 0.77 sec - Pass 3 of 4: Completed in 0.55 sec - Pass 4 of 4: Completed in 1.2 sec Evaluation completed in 3.6 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.1 sec - Pass 2 of 4: Completed in 0.81 sec - Pass 3 of 4: Completed in 0.52 sec - Pass 4 of 4: Completed in 1.4 sec Evaluation completed in 4.4 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.54 sec - Pass 2 of 4: Completed in 0.74 sec - Pass 3 of 4: Completed in 0.54 sec - Pass 4 of 4: Completed in 1.5 sec Evaluation completed in 3.9 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.61 sec - Pass 2 of 4: Completed in 0.79 sec - Pass 3 of 4: Completed in 0.58 sec - Pass 4 of 4: Completed in 1.5 sec Evaluation completed in 4 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.61 sec - Pass 2 of 4: Completed in 0.82 sec - Pass 3 of 4: Completed in 0.61 sec - Pass 4 of 4: Completed in 1.4 sec Evaluation completed in 4 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.66 sec - Pass 2 of 4: Completed in 0.77 sec - Pass 3 of 4: Completed in 0.54 sec - Pass 4 of 4: Completed in 1.2 sec Evaluation completed in 3.8 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.61 sec - Pass 2 of 4: Completed in 0.79 sec - Pass 3 of 4: Completed in 0.56 sec - Pass 4 of 4: Completed in 1.2 sec Evaluation completed in 3.7 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.62 sec - Pass 2 of 4: Completed in 0.85 sec - Pass 3 of 4: Completed in 0.56 sec - Pass 4 of 4: Completed in 1 sec Evaluation completed in 3.6 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.61 sec - Pass 2 of 4: Completed in 0.86 sec - Pass 3 of 4: Completed in 1.1 sec - Pass 4 of 4: Completed in 0.96 sec Evaluation completed in 4.1 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.65 sec - Pass 2 of 4: Completed in 0.8 sec - Pass 3 of 4: Completed in 0.59 sec - Pass 4 of 4: Completed in 0.86 sec Evaluation completed in 3.5 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.69 sec - Pass 2 of 4: Completed in 0.84 sec - Pass 3 of 4: Completed in 0.53 sec - Pass 4 of 4: Completed in 0.83 sec Evaluation completed in 3.5 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 1: Completed in 0.76 sec Evaluation completed in 0.89 sec | 12 | Accept | 0.1008 | 90.267 | 0.1008 | 0.10086 | 179 | Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 1: Completed in 0.32 sec Evaluation completed in 0.45 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 1: Completed in 0.9 sec Evaluation completed in 1.1 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.58 sec - Pass 2 of 4: Completed in 0.71 sec - Pass 3 of 4: Completed in 0.53 sec - Pass 4 of 4: Completed in 0.77 sec Evaluation completed in 3.2 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.49 sec - Pass 2 of 4: Completed in 0.69 sec - Pass 3 of 4: Completed in 0.58 sec - Pass 4 of 4: Completed in 0.77 sec Evaluation completed in 3.1 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.52 sec - Pass 2 of 4: Completed in 0.71 sec - Pass 3 of 4: Completed in 0.51 sec - Pass 4 of 4: Completed in 0.78 sec Evaluation completed in 3.1 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.54 sec - Pass 2 of 4: Completed in 0.7 sec - Pass 3 of 4: Completed in 0.54 sec - Pass 4 of 4: Completed in 0.72 sec Evaluation completed in 3.1 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.54 sec - Pass 2 of 4: Completed in 0.74 sec - Pass 3 of 4: Completed in 0.51 sec - Pass 4 of 4: Completed in 1.3 sec Evaluation completed in 3.6 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.54 sec - Pass 2 of 4: Completed in 0.78 sec - Pass 3 of 4: Completed in 0.59 sec - Pass 4 of 4: Completed in 0.74 sec Evaluation completed in 3.2 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 1: Completed in 0.83 sec Evaluation completed in 0.97 sec | 13 | Accept | 0.11126 | 32.134 | 0.1008 | 0.10084 | 10251 | Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 1: Completed in 0.32 sec Evaluation completed in 0.45 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 1: Completed in 0.85 sec Evaluation completed in 0.99 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.51 sec - Pass 2 of 4: Completed in 0.75 sec - Pass 3 of 4: Completed in 0.55 sec - Pass 4 of 4: Completed in 0.74 sec Evaluation completed in 3.1 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.5 sec - Pass 2 of 4: Completed in 0.7 sec - Pass 3 of 4: Completed in 0.57 sec - Pass 4 of 4: Completed in 0.78 sec Evaluation completed in 3.1 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.5 sec - Pass 2 of 4: Completed in 0.68 sec - Pass 3 of 4: Completed in 0.53 sec - Pass 4 of 4: Completed in 0.79 sec Evaluation completed in 3 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.5 sec - Pass 2 of 4: Completed in 1.3 sec - Pass 3 of 4: Completed in 0.54 sec - Pass 4 of 4: Completed in 0.91 sec Evaluation completed in 3.7 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.53 sec - Pass 2 of 4: Completed in 1.2 sec - Pass 3 of 4: Completed in 0.59 sec - Pass 4 of 4: Completed in 0.86 sec Evaluation completed in 3.7 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.51 sec - Pass 2 of 4: Completed in 0.71 sec - Pass 3 of 4: Completed in 0.59 sec - Pass 4 of 4: Completed in 1 sec Evaluation completed in 3.4 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.56 sec - Pass 2 of 4: Completed in 0.71 sec - Pass 3 of 4: Completed in 0.64 sec - Pass 4 of 4: Completed in 0.99 sec Evaluation completed in 3.4 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.54 sec - Pass 2 of 4: Completed in 1.2 sec - Pass 3 of 4: Completed in 0.58 sec - Pass 4 of 4: Completed in 0.94 sec Evaluation completed in 3.8 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.51 sec - Pass 2 of 4: Completed in 0.77 sec - Pass 3 of 4: Completed in 0.59 sec - Pass 4 of 4: Completed in 0.9 sec Evaluation completed in 3.3 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.56 sec - Pass 2 of 4: Completed in 0.78 sec - Pass 3 of 4: Completed in 0.56 sec - Pass 4 of 4: Completed in 0.9 sec Evaluation completed in 3.3 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.55 sec - Pass 2 of 4: Completed in 0.72 sec - Pass 3 of 4: Completed in 0.52 sec - Pass 4 of 4: Completed in 0.89 sec Evaluation completed in 3.2 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.58 sec - Pass 2 of 4: Completed in 0.76 sec - Pass 3 of 4: Completed in 0.54 sec - Pass 4 of 4: Completed in 0.8 sec Evaluation completed in 3.3 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.56 sec - Pass 2 of 4: Completed in 1.3 sec - Pass 3 of 4: Completed in 0.61 sec - Pass 4 of 4: Completed in 0.76 sec Evaluation completed in 3.8 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 1: Completed in 0.83 sec Evaluation completed in 0.97 sec | 14 | Accept | 0.10154 | 66.262 | 0.1008 | 0.10085 | 736 | Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 1: Completed in 0.36 sec Evaluation completed in 0.5 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 1: Completed in 0.89 sec Evaluation completed in 1 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.53 sec - Pass 2 of 4: Completed in 0.69 sec - Pass 3 of 4: Completed in 0.56 sec - Pass 4 of 4: Completed in 0.74 sec Evaluation completed in 3.1 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.5 sec - Pass 2 of 4: Completed in 0.67 sec - Pass 3 of 4: Completed in 0.56 sec - Pass 4 of 4: Completed in 0.78 sec Evaluation completed in 3.1 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.52 sec - Pass 2 of 4: Completed in 0.69 sec - Pass 3 of 4: Completed in 0.54 sec - Pass 4 of 4: Completed in 0.84 sec Evaluation completed in 3.1 sec Evaluating tall expression using the Parallel Pool 'local': Evaluation 0% ...
Mdl =
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: 0.1004
XAtMinObjective: [1×1 table]
MinEstimatedObjective: 0.1008
XAtMinEstimatedObjective: [1×1 table]
NumObjectiveEvaluations: 30
TotalElapsedTime: 3.0367e+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]
Input Arguments
Name-Value Arguments
Output Arguments
More About
Tips
By default,
Pruneis'on'. However, this specification does not prune the classification tree. To prune a trained classification tree, pass the classification tree toprune.After training a model, you can generate C/C++ code that predicts labels for new data. Generating C/C++ code requires MATLAB Coder™. For details, see Introduction to Code Generation.
Algorithms
References
[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.
