fitctree
다중클래스 분류를 위한 이진 결정 트리 피팅
구문
설명
Mdl = fitctree(Tbl,ResponseVarName)Tbl에 포함된 입력 변수(예측 변수, 특징 또는 특성이라고도 함)와 Tbl.ResponseVarName에 포함된 출력 변수(응답 변수 또는 레이블)를 기반으로 하여 피팅된 이진 분류 결정 트리를 반환합니다. 반환된 이진 트리는 Tbl의 열 값에 따라 분기 노드를 분할합니다.
Mdl = fitctree(___,Name,Value)
[는 사용자가 Mdl,AggregateOptimizationResults] = fitctree(___)OptimizeHyperparameters 이름-값 인수와 HyperparameterOptimizationOptions 이름-값 인수를 지정하는 경우 하이퍼파라미터 최적화 결과를 포함하는 AggregateOptimizationResults도 반환합니다. HyperparameterOptimizationOptions의 ConstraintType 옵션과 ConstraintBounds 옵션도 지정해야 합니다. 이 구문을 사용하면 교차 검증 손실 대신에 간소 모델 크기에 대해 최적화하고, 옵션은 동일하지만 제약 조건 범위가 다른 여러 최적화 문제 세트를 수행할 수 있습니다.
참고
입력 변수가 tall형 배열인 경우 지원되는 구문의 목록은 tall형 배열 항목을 참조하십시오.
예제
ionosphere 데이터 세트를 사용하여 분류 트리를 성장시킵니다.
load ionosphere
tc = fitctree(X,Y)tc =
ClassificationTree
ResponseName: 'Y'
CategoricalPredictors: []
ClassNames: {'b' 'g'}
ScoreTransform: 'none'
NumObservations: 351
Properties, Methods
MaxNumSplits, MinLeafSize 또는 MinParentSize 이름-값 쌍의 모수를 사용하여 트리의 깊이를 제어할 수 있습니다. fitctree는 기본적으로 깊은 결정 트리를 성장시킵니다. 모델 복잡도 또는 계산 시간을 줄이기 위해 더 얕은 트리를 성장시킬 수 있습니다.
ionosphere 데이터 세트를 불러옵니다.
load ionosphere분류 트리를 성장시키는 데 사용할 수 있는 트리 깊이 제어 값의 디폴트는 다음과 같습니다.
MaxNumSplits에 대해n - 1.n은 훈련 표본 크기입니다.MinLeafSize에 대해1.MinParentSize에 대해10.
이러한 디폴트 값은 훈련 표본 크기가 클 경우 깊은 트리를 성장시키는 경향이 있습니다.
디폴트 트리 깊이 제어 값을 사용하여 분류 트리를 훈련시킵니다. 10겹 교차 검증을 사용하여 모델을 교차 검증합니다.
rng(1); % For reproducibility MdlDefault = fitctree(X,Y,'CrossVal','on');
트리에 적용된 분할 수를 나타내는 히스토그램을 그립니다. 또한, 트리 중 하나를 표시합니다.
numBranches = @(x)sum(x.IsBranch); mdlDefaultNumSplits = cellfun(numBranches, MdlDefault.Trained); figure; histogram(mdlDefaultNumSplits)
view(MdlDefault.Trained{1},'Mode','graph')
평균 분할 수는 약 15입니다.
디폴트 수의 분할을 사용하여 훈련된 분류 트리만큼 복잡하지(깊지) 않은 분류 트리를 원한다고 가정하겠습니다. 또 다른 분류 트리를 훈련시키되, 최대 분할 수를 7로 설정합니다. 이는 디폴트 분류 트리에서 계산한 평균 분할 수의 약 절반에 해당합니다. 10겹 교차 검증을 사용하여 모델을 교차 검증합니다.
Mdl7 = fitctree(X,Y,'MaxNumSplits',7,'CrossVal','on'); view(Mdl7.Trained{1},'Mode','graph')
모델의 교차 검증 분류 오차를 비교합니다.
classErrorDefault = kfoldLoss(MdlDefault)
classErrorDefault = 0.1168
classError7 = kfoldLoss(Mdl7)
classError7 = 0.1311
Mdl7은 MdlDefault보다 훨씬 덜 복잡하지만 성능은 약간 더 떨어질 뿐입니다.
이 예제에서는 fitctree를 사용하여 자동으로 하이퍼파라미터를 최적화하는 방법을 보여줍니다. 이 예제에서는 피셔의 붓꽃 데이터를 사용합니다.
피셔의 붓꽃 데이터를 불러옵니다.
load fisheriris분류기의 교차 검증 손실을 최적화하되 meas의 데이터를 사용하여 species의 응답 변수를 예측합니다.
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 | 0.90137 | 0.066667 | 0.066667 | 31 |
| 2 | Accept | 0.066667 | 0.36565 | 0.066667 | 0.066667 | 12 |
| 3 | Best | 0.06 | 0.11486 | 0.06 | 0.060001 | 2 |
| 4 | Accept | 0.66667 | 0.11994 | 0.06 | 0.18681 | 73 |
| 5 | Accept | 0.066667 | 0.11893 | 0.06 | 0.060018 | 28 |
| 6 | Accept | 0.06 | 0.12826 | 0.06 | 0.06001 | 4 |
| 7 | Accept | 0.066667 | 0.053003 | 0.06 | 0.055628 | 7 |
| 8 | Accept | 0.06 | 0.13694 | 0.06 | 0.054969 | 1 |
| 9 | Accept | 0.066667 | 0.051395 | 0.06 | 0.060608 | 20 |
| 10 | Accept | 0.06 | 0.08559 | 0.06 | 0.061024 | 3 |
| 11 | Accept | 0.066667 | 0.035782 | 0.06 | 0.06 | 25 |
| 12 | Accept | 0.066667 | 0.03635 | 0.06 | 0.059937 | 5 |
| 13 | Accept | 0.066667 | 0.056575 | 0.06 | 0.059918 | 9 |
| 14 | Accept | 0.06 | 0.038646 | 0.06 | 0.059961 | 3 |
| 15 | Accept | 0.06 | 0.051618 | 0.06 | 0.059963 | 1 |
| 16 | Accept | 0.06 | 0.041493 | 0.06 | 0.059965 | 2 |
| 17 | Accept | 0.066667 | 0.043627 | 0.06 | 0.059959 | 15 |
| 18 | Accept | 0.06 | 0.079431 | 0.06 | 0.05996 | 4 |
| 19 | Accept | 0.06 | 0.072182 | 0.06 | 0.059974 | 3 |
| 20 | Accept | 0.06 | 0.038123 | 0.06 | 0.059976 | 1 |
|======================================================================================|
| Iter | Eval | Objective | Objective | BestSoFar | BestSoFar | MinLeafSize |
| | result | | runtime | (observed) | (estim.) | |
|======================================================================================|
| 21 | Accept | 0.06 | 0.059631 | 0.06 | 0.059977 | 2 |
| 22 | Accept | 0.06 | 0.091116 | 0.06 | 0.059977 | 4 |
| 23 | Accept | 0.06 | 0.076521 | 0.06 | 0.059984 | 3 |
| 24 | Accept | 0.06 | 0.065443 | 0.06 | 0.059984 | 1 |
| 25 | Accept | 0.06 | 0.063612 | 0.06 | 0.059985 | 2 |
| 26 | Accept | 0.06 | 0.05674 | 0.06 | 0.059985 | 4 |
| 27 | Accept | 0.33333 | 0.035087 | 0.06 | 0.059995 | 49 |
| 28 | Accept | 0.066667 | 0.10387 | 0.06 | 0.06 | 38 |
| 29 | Accept | 0.066667 | 0.038903 | 0.06 | 0.06 | 35 |
| 30 | Accept | 0.066667 | 0.041221 | 0.06 | 0.06 | 6 |
__________________________________________________________
Optimization completed.
MaxObjectiveEvaluations of 30 reached.
Total function evaluations: 30
Total elapsed time: 21.1928 seconds
Total objective function evaluation time: 3.2019
Best observed feasible point:
MinLeafSize
___________
2
Observed objective function value = 0.06
Estimated objective function value = 0.06
Function evaluation time = 0.11486
Best estimated feasible point (according to models):
MinLeafSize
___________
3
Estimated objective function value = 0.06
Estimated function evaluation time = 0.07282
Mdl =
ClassificationTree
ResponseName: 'Y'
CategoricalPredictors: []
ClassNames: {'setosa' 'versicolor' 'virginica'}
ScoreTransform: 'none'
NumObservations: 150
HyperparameterOptimizationResults: [1×1 BayesianOptimization]
Properties, Methods
census1994 데이터 세트를 불러옵니다. 연령, 노동자 계층, 교육 수준, 결혼 여부, 인종, 성별, 자본금 손익, 주당 근무 시간이 주어진 경우 개인의 급여 범주를 예측하는 모델이 있다고 가정하겠습니다.
load census1994 X = adultdata(:,{'age','workClass','education_num','marital_status','race',... 'sex','capital_gain','capital_loss','hours_per_week','salary'});
summary를 사용하여 범주형 변수로 표현된 범주의 개수를 표시합니다.
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
연속형 변수의 수준에 비해 범주형 변수로 표현된 범주가 적기 때문에 표준 CART, 예측 변수 분할 알고리즘이 범주형 변수를 사용하는 대신 연속형 예측 변수를 분할하려 합니다.
전체 데이터 세트를 사용하여 분류 트리를 훈련시킵니다. 무편향 트리를 성장시키려면 예측 변수 분할에 곡률 검정을 사용하도록 지정하십시오. 데이터에 누락된 관측값이 있기 때문에 대리 분할을 사용하도록 지정합니다.
Mdl = fitctree(X,'salary','PredictorSelection','curvature',... 'Surrogate','on');
모든 예측 변수에 대한 분할로 인한 위험의 변화에 대한 합을 구하고 이 합을 가지 노드 개수로 나눠서 예측 변수 중요도 값을 추정합니다. 막대 그래프를 사용하여 추정값을 비교합니다.
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';
이 경우, capital_gain이 가장 중요한 예측 변수이고, education_num이 그 다음으로 중요한 예측 변수입니다.
이 예제에서는 tall형 배열을 사용하여 분류 트리의 하이퍼파라미터를 자동으로 최적화하는 방법을 보여줍니다. 표본 데이터 세트 airlinesmall.csv는 항공편 데이터로 구성된 테이블 형식 파일을 포함하는 대규모 데이터 세트입니다. 이 예제에서는 데이터를 포함하는 tall형 테이블을 생성하고 이를 사용하여 최적화 절차를 실행합니다.
tall형 배열에 대한 계산을 수행할 때 MATLAB®은 병렬 풀(Parallel Computing Toolbox™를 사용할 경우 디폴트 값) 또는 로컬 MATLAB 세션을 사용합니다. Parallel Computing Toolbox가 있는 상태에서 로컬 MATLAB 세션을 사용하여 예제를 실행하려는 경우 mapreducer 함수를 사용하여 전역 실행 환경을 변경하면 됩니다.
데이터와 함께 폴더 위치를 참조하는 데이터저장소를 생성합니다. 사용할 변수의 부분 집합을 선택하고, datastore에서 'NA' 값을 누락된 데이터로 처리하여 이를 NaN 값으로 바꿀 수 있도록 합니다. 데이터저장소에 있는 데이터를 포함하는 tall형 테이블을 생성합니다.
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
: : : : : : :
: : : : : : :
늦은 항공편에 대해 true인 논리형 변수를 정의하여 10분 이상 늦은 항공편을 확인합니다. 이 변수는 클래스 레이블을 포함합니다. 이 변수의 미리보기에는 처음 몇 개 행만 포함됩니다.
Y = tt.DepDelay > 10 % Class labelsY = M×1 tall logical array 1 0 1 1 0 1 0 0 : :
예측 변수 데이터에 대한 tall형 배열을 생성합니다.
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
: : : : : :
: : : : : :
X와 Y에서 누락된 데이터를 포함하는 행을 제거합니다.
R = rmmissing([X Y]); % Data with missing entries removed
X = R(:,1:end-1);
Y = R(:,end); 예측 변수를 표준화합니다.
Z = zscore(X);
'OptimizeHyperparameters' 이름-값 쌍의 인수를 사용하여 하이퍼파라미터를 자동으로 최적화합니다. 홀드아웃 교차 검증 손실을 최소화하는 최적의 'MinLeafSize' 값을 구합니다. ('auto'를 지정하면 'MinLeafSize'가 사용됩니다.) 재현이 가능하도록 'expected-improvement-plus' 획득 함수를 사용하고 rng 및 tallrng를 사용하여 난수 생성기의 시드값을 설정합니다. 결과는 워커의 개수 및 tall형 배열의 실행 환경에 따라 다를 수 있습니다. 자세한 내용은 Control Where Your Code Runs 항목을 참조하십시오.
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]
입력 인수
이름-값 인수
출력 인수
세부 정보
팁
기본적으로
Prune은'on'입니다. 그러나, 이렇게 지정되도 분류 트리가 가지치기되지 않습니다. 훈련된 분류 트리를 가지치기하려면 분류 트리를prune에 전달해야 합니다.모델을 훈련시킨 후에는 새 데이터에 대한 레이블을 예측하는 C/C++ 코드를 생성할 수 있습니다. C/C++ 코드를 생성하려면 MATLAB Coder™가 필요합니다. 자세한 내용은 Introduction to Code Generation 항목을 참조하십시오.
알고리즘
참고 문헌
[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.
