Подходящее дерево выбора из двух альтернатив для классификации мультиклассов
tree = fitctree(Tbl,ResponseVarName)tree = fitctree(Tbl,formula)tree = fitctree(Tbl,Y)tree = fitctree(X,Y)tree = fitctree(___,Name,Value)tree = fitctree(Tbl,ResponseVarName)Tbl и выводе (ответ или метки) содержавшийся в ResponseVarName. Возвращенные разделения двоичного дерева, переходящие узлы на основе значений столбца Tbl.
tree = fitctree(___,Name,Value)
Вырастите дерево классификации использование набора данных ionosphere.
load ionosphere
tc = fitctree(X,Y)tc =
ClassificationTree
ResponseName: 'Y'
CategoricalPredictors: []
ClassNames: {'b' 'g'}
ScoreTransform: 'none'
NumObservations: 351
Properties, Methods
Можно управлять глубиной деревьев с помощью MaxNumSplits, MinLeafSize или параметров пары "имя-значение" MinParentSize. fitctree выращивает глубокие деревья решений по умолчанию. Можно вырастить более мелкие деревья, чтобы уменьшать сложность модели или время вычисления.
Загрузите набор данных ionosphere.
load ionosphereЗначения по умолчанию древовидных контроллеров глубины для роста деревьев классификации:
n - 1 для MaxNumSplits. n является учебным объемом выборки.
1 для MinLeafSize.
10 для MinParentSize.
Эти значения по умолчанию имеют тенденцию выращивать глубокие деревья для больших учебных объемов выборки.
Обучите дерево классификации использование значений по умолчанию для древовидного управления глубиной. Перекрестный подтвердите модель при помощи 10-кратной перекрестной проверки.
rng(1); % For reproducibility MdlDefault = fitctree(X,Y,'CrossVal','on');
Чертите гистограмму количества наложенных разделений на деревьях. Кроме того, просмотрите одно из деревьев.
numBranches = @(x)sum(x.IsBranch); mdlDefaultNumSplits = cellfun(numBranches, MdlDefault.Trained); figure; histogram(mdlDefaultNumSplits)
view(MdlDefault.Trained{1},'Mode','graph')
Среднее количество разделений - приблизительно 15.
Предположим, что вы хотите дерево классификации, которое не является столь комплексное (глубокий), как те обучили использование количества по умолчанию разделений. Обучите другое дерево классификации, но определите максимальный номер разделений в 7, который является приблизительно половиной среднего количества разделений от дерева классификации по умолчанию. Перекрестный подтвердите модель при помощи 10-кратной перекрестной проверки.
Mdl7 = fitctree(X,Y,'MaxNumSplits',7,'CrossVal','on'); view(Mdl7.Trained{1},'Mode','graph')
Сравните ошибки классификации перекрестных проверок моделей.
classErrorDefault = kfoldLoss(MdlDefault)
classErrorDefault = 0.1140
classError7 = kfoldLoss(Mdl7)
classError7 = 0.1254
Mdl7 является намного менее комплексным и выполняет незначительно хуже, чем MdlDefault.
Этот пример показывает, как оптимизировать гиперпараметры автоматически с помощью fitctree. Пример использует ирисовые данные Фишера.
Загрузите ирисовые данные Фишера.
load fisheririsОптимизируйте потерю перекрестной проверки классификатора, с помощью данных в meas, чтобы предсказать ответ в 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 | 0.93067 | 0.066667 | 0.066667 | 31 |
| 2 | Accept | 0.066667 | 0.25709 | 0.066667 | 0.066667 | 12 |
| 3 | Best | 0.04 | 0.18155 | 0.04 | 0.040003 | 2 |
| 4 | Accept | 0.66667 | 0.13983 | 0.04 | 0.15796 | 73 |
| 5 | Accept | 0.04 | 0.23419 | 0.04 | 0.040009 | 2 |
| 6 | Accept | 0.04 | 0.092249 | 0.04 | 0.040007 | 3 |
| 7 | Accept | 0.04 | 0.086065 | 0.04 | 0.040009 | 4 |
| 8 | Best | 0.033333 | 0.10131 | 0.033333 | 0.033343 | 1 |
| 9 | Accept | 0.066667 | 0.11462 | 0.033333 | 0.033343 | 19 |
| 10 | Accept | 0.066667 | 0.085232 | 0.033333 | 0.033341 | 7 |
| 11 | Accept | 0.066667 | 0.11733 | 0.033333 | 0.03334 | 25 |
| 12 | Accept | 0.033333 | 0.087548 | 0.033333 | 0.033336 | 1 |
| 13 | Accept | 0.046667 | 0.12409 | 0.033333 | 0.033336 | 5 |
| 14 | Accept | 0.033333 | 0.13268 | 0.033333 | 0.033335 | 1 |
| 15 | Accept | 0.033333 | 0.089199 | 0.033333 | 0.033335 | 1 |
| 16 | Accept | 0.33333 | 0.083716 | 0.033333 | 0.033335 | 46 |
| 17 | Accept | 0.066667 | 0.091877 | 0.033333 | 0.033335 | 9 |
| 18 | Accept | 0.066667 | 0.096075 | 0.033333 | 0.033335 | 15 |
| 19 | Accept | 0.066667 | 0.095296 | 0.033333 | 0.033335 | 6 |
| 20 | Accept | 0.066667 | 0.088442 | 0.033333 | 0.033335 | 37 |
|======================================================================================|
| Iter | Eval | Objective | Objective | BestSoFar | BestSoFar | MinLeafSize |
| | result | | runtime | (observed) | (estim.) | |
|======================================================================================|
| 21 | Accept | 0.33333 | 0.079505 | 0.033333 | 0.034446 | 59 |
| 22 | Accept | 0.04 | 0.081446 | 0.033333 | 0.034391 | 2 |
| 23 | Accept | 0.04 | 0.090425 | 0.033333 | 0.034323 | 3 |
| 24 | Accept | 0.04 | 0.093022 | 0.033333 | 0.034271 | 4 |
| 25 | Accept | 0.066667 | 0.10211 | 0.033333 | 0.034215 | 10 |
| 26 | Accept | 0.046667 | 0.085588 | 0.033333 | 0.034159 | 5 |
| 27 | Accept | 0.066667 | 0.080248 | 0.033333 | 0.034114 | 22 |
| 28 | Accept | 0.066667 | 0.088328 | 0.033333 | 0.03407 | 17 |
| 29 | Accept | 0.066667 | 0.091696 | 0.033333 | 0.034033 | 8 |
| 30 | Accept | 0.066667 | 0.087009 | 0.033333 | 0.033987 | 34 |
__________________________________________________________
Optimization completed.
MaxObjectiveEvaluations of 30 reached.
Total function evaluations: 30
Total elapsed time: 32.1984 seconds.
Total objective function evaluation time: 4.1084
Best observed feasible point:
MinLeafSize
___________
1
Observed objective function value = 0.033333
Estimated objective function value = 0.033987
Function evaluation time = 0.10131
Best estimated feasible point (according to models):
MinLeafSize
___________
1
Estimated objective function value = 0.033987
Estimated function evaluation time = 0.11178
Mdl =
ClassificationTree
ResponseName: 'Y'
CategoricalPredictors: []
ClassNames: {'setosa' 'versicolor' 'virginica'}
ScoreTransform: 'none'
NumObservations: 150
HyperparameterOptimizationResults: [1x1 BayesianOptimization]
Properties, Methods
Загрузите набор данных census1994. Рассмотрите модель, которая предсказывает категорию зарплаты человека, учитывая их возраст, рабочий класс, образовательный уровень, военное состояние, гонку, пол, прирост капитала и потерю и номер рабочего времени в неделю.
load census1994 X = adultdata(:,{'age','workClass','education_num','marital_status','race',... 'sex','capital_gain','capital_loss','hours_per_week','salary'});
Отобразите количество категорий, представленных в категориальных переменных с помощью summary.
summary(X)
Variables:
age: 32561x1 double
Values:
Min 17
Median 37
Max 90
workClass: 32561x1 categorical
Values:
Federal-gov 960
Local-gov 2093
Never-worked 7
Private 22696
Self-emp-inc 1116
Self-emp-not-inc 2541
State-gov 1298
Without-pay 14
NumMissing 1836
education_num: 32561x1 double
Values:
Min 1
Median 10
Max 16
marital_status: 32561x1 categorical
Values:
Divorced 4443
Married-AF-spouse 23
Married-civ-spouse 14976
Married-spouse-absent 418
Never-married 10683
Separated 1025
Widowed 993
race: 32561x1 categorical
Values:
Amer-Indian-Eskimo 311
Asian-Pac-Islander 1039
Black 3124
Other 271
White 27816
sex: 32561x1 categorical
Values:
Female 10771
Male 21790
capital_gain: 32561x1 double
Values:
Min 0
Median 0
Max 99999
capital_loss: 32561x1 double
Values:
Min 0
Median 0
Max 4356
hours_per_week: 32561x1 double
Values:
Min 1
Median 40
Max 99
salary: 32561x1 categorical
Values:
<=50K 24720
>50K 7841
Поскольку существует немного категорий, представленных в категориальных переменных по сравнению с уровнями в непрерывных переменных, стандартном CART, разделяющий предиктор алгоритм предпочитает разделять непрерывный предиктор по категориальным переменным.
Обучите дерево классификации использование целого набора данных. Чтобы вырастить несмещенные деревья, задайте использование теста искривления для разделения предикторов. Поскольку там пропускают наблюдения в данных, задают использование суррогатных разделений.
Mdl = fitctree(X,'salary','PredictorSelection','curvature',... 'Surrogate','on');
Оцените значения важности предиктора путем подведения итогов изменений в риске из-за разделений на каждом предикторе и деления суммы на количество узлов ответвления. Сравните оценки с помощью гистограммы.
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';
В этом случае capital_gain является самым важным предиктором, сопровождаемым education_num.
Этот пример показывает, как оптимизировать гиперпараметры дерева классификации автоматически с помощью длинного массива. airlinesmall.csv набора выборочных данных является большим набором данных, который содержит табличный файл данных о полете. Этот пример составляет длинную таблицу, содержащую данные, и использует их, чтобы запустить процедуру оптимизации.
Создайте datastore, который ссылается на местоположение папки с данными. Выберите подмножество переменных, чтобы работать с и обработать значения 'NA' как недостающие данные так, чтобы datastore заменил их на значения NaN. Составьте длинную таблицу, которая содержит данные в 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
: : : : : : :
: : : : : : :
Когда вы выполняете вычисления на длинных массивах, среда выполнения по умолчанию использует или локальный сеанс работы с MATLAB или локальный параллельный пул (если у вас есть Parallel Computing Toolbox™). Можно использовать функцию mapreducer, чтобы изменить среду выполнения.
Определите рейсы, которые являются поздними на 10 минут или больше путем определения логической переменной, которая верна для позднего рейса. Эта переменная содержит метки класса. Предварительный просмотр этой переменной включает первые несколько строк.
Y = tt.DepDelay > 10 % Class labelsY = M×1 tall logical array 1 0 1 1 0 1 0 0 : :
Создайте длинный массив для данных о предикторе.
X = tt{:,1:end-1} % Predictor dataX =
M×6 tall double matrix
Columns 1 through 5
10 21 3 642 8
10 26 1 1021 8
10 23 5 2055 21
10 23 5 1332 13
10 22 4 629 4
10 28 3 1446 59
10 8 4 928 3
10 10 6 859 11
: : : : :
: : : : :
Column 6
308
296
480
296
373
308
447
954
:
:
Удалите строки в X и Y, которые содержат недостающие данные.
R = rmmissing([X Y]); % Data with missing entries removed
X = R(:,1:end-1);
Y = R(:,end); Стандартизируйте переменные прогноза.
Z = zscore(X);
Оптимизируйте гиперпараметры автоматически с помощью аргумента пары "имя-значение" 'OptimizeHyperparameters'. Найдите оптимальное значение 'MinLeafSize', которое минимизирует потерю перекрестной проверки затяжки. (Определение 'auto' использует 'MinLeafSize'.) Для воспроизводимости, используйте функцию приобретения 'expected-improvement-plus' и установите seed генераторов случайных чисел с помощью rng и tallrng. Результаты могут отличаться в зависимости от количества рабочих и среды выполнения для длинных массивов. Для получения дополнительной информации смотрите Управление Где Ваши Выполнения Кода (MATLAB).
rng('default') tallrng('default') [Mdl,FitInfo,HyperparameterOptimizationResults] = fitctree(Z,Y,... 'OptimizeHyperparameters','auto',... 'HyperparameterOptimizationOptions',struct('Holdout',0.3,... 'AcquisitionFunctionName','expected-improvement-plus'))
Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 3: Completed in 8.2 sec - Pass 2 of 3: Completed in 9.7 sec - Pass 3 of 3: Completed in 6.2 sec Evaluation completed in 24 sec
Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 1: Completed in 1.7 sec Evaluation completed in 1.8 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 1: Completed in 2.3 sec Evaluation completed in 2.3 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.9 sec - Pass 2 of 4: Completed in 1.8 sec - Pass 3 of 4: Completed in 2.1 sec - Pass 4 of 4: Completed in 1.9 sec Evaluation completed in 10 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.6 sec - Pass 2 of 4: Completed in 1.9 sec - Pass 3 of 4: Completed in 1.6 sec - Pass 4 of 4: Completed in 2 sec Evaluation completed in 8.1 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.6 sec - Pass 2 of 4: Completed in 1.8 sec - Pass 3 of 4: Completed in 1.5 sec - Pass 4 of 4: Completed in 1.9 sec Evaluation completed in 7.9 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.6 sec - Pass 2 of 4: Completed in 1.8 sec - Pass 3 of 4: Completed in 1.6 sec - Pass 4 of 4: Completed in 1.9 sec Evaluation completed in 7.5 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.1 sec - Pass 2 of 4: Completed in 1.8 sec - Pass 3 of 4: Completed in 1.6 sec - Pass 4 of 4: Completed in 1.5 sec Evaluation completed in 6.5 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.6 sec - Pass 2 of 4: Completed in 1.8 sec - Pass 3 of 4: Completed in 1.6 sec - Pass 4 of 4: Completed in 1.5 sec Evaluation completed in 7 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.1 sec - Pass 2 of 4: Completed in 1.8 sec - Pass 3 of 4: Completed in 1.1 sec - Pass 4 of 4: Completed in 2.2 sec Evaluation completed in 6.9 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.7 sec - Pass 2 of 4: Completed in 1.4 sec - Pass 3 of 4: Completed in 1.6 sec - Pass 4 of 4: Completed in 2.2 sec Evaluation completed in 7.5 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.1 sec - Pass 2 of 4: Completed in 1.4 sec - Pass 3 of 4: Completed in 1.1 sec - Pass 4 of 4: Completed in 2.2 sec Evaluation completed in 6.6 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 2.1 sec - Pass 2 of 4: Completed in 1.4 sec - Pass 3 of 4: Completed in 1.6 sec - Pass 4 of 4: Completed in 2.4 sec Evaluation completed in 8.2 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.7 sec - Pass 2 of 4: Completed in 2 sec - Pass 3 of 4: Completed in 1.1 sec - Pass 4 of 4: Completed in 2.7 sec Evaluation completed in 8.4 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.8 sec - Pass 2 of 4: Completed in 2 sec - Pass 3 of 4: Completed in 1.6 sec - Pass 4 of 4: Completed in 3.1 sec Evaluation completed in 9.4 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.9 sec - Pass 2 of 4: Completed in 2.9 sec - Pass 3 of 4: Completed in 1.2 sec - Pass 4 of 4: Completed in 3.1 sec Evaluation completed in 10 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.9 sec - Pass 2 of 4: Completed in 2.3 sec - Pass 3 of 4: Completed in 1.7 sec - Pass 4 of 4: Completed in 3.1 sec Evaluation completed in 9.9 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.5 sec - Pass 2 of 4: Completed in 1.9 sec - Pass 3 of 4: Completed in 1.7 sec - Pass 4 of 4: Completed in 3.1 sec Evaluation completed in 9 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 2 sec - Pass 2 of 4: Completed in 2.3 sec - Pass 3 of 4: Completed in 1.7 sec - Pass 4 of 4: Completed in 3.1 sec Evaluation completed in 9.9 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 2.1 sec - Pass 2 of 4: Completed in 2.3 sec - Pass 3 of 4: Completed in 1.2 sec - Pass 4 of 4: Completed in 2.9 sec Evaluation completed in 9.4 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 2.1 sec - Pass 2 of 4: Completed in 2.5 sec - Pass 3 of 4: Completed in 1.3 sec - Pass 4 of 4: Completed in 3 sec Evaluation completed in 9.6 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.7 sec - Pass 2 of 4: Completed in 2.4 sec - Pass 3 of 4: Completed in 1.8 sec - Pass 4 of 4: Completed in 2.2 sec Evaluation completed in 8.8 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 2.2 sec - Pass 2 of 4: Completed in 2.5 sec - Pass 3 of 4: Completed in 1.7 sec - Pass 4 of 4: Completed in 2.6 sec Evaluation completed in 9.6 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.7 sec - Pass 2 of 4: Completed in 2.4 sec - Pass 3 of 4: Completed in 1.3 sec - Pass 4 of 4: Completed in 2.1 sec Evaluation completed in 8 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.7 sec - Pass 2 of 4: Completed in 2.5 sec - Pass 3 of 4: Completed in 1.7 sec - Pass 4 of 4: Completed in 2.5 sec Evaluation completed in 8.9 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 2.2 sec - Pass 2 of 4: Completed in 2.4 sec - Pass 3 of 4: Completed in 1.8 sec - Pass 4 of 4: Completed in 1.9 sec Evaluation completed in 8.8 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 2.2 sec - Pass 2 of 4: Completed in 2.5 sec - Pass 3 of 4: Completed in 1.7 sec - Pass 4 of 4: Completed in 2.4 sec Evaluation completed in 9.4 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 2.1 sec - Pass 2 of 4: Completed in 2.4 sec - Pass 3 of 4: Completed in 1.2 sec - Pass 4 of 4: Completed in 2.4 sec Evaluation completed in 8.8 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 1: Completed in 3.6 sec Evaluation completed in 3.6 sec |======================================================================================| | Iter | Eval | Objective | Objective | BestSoFar | BestSoFar | MinLeafSize | | | result | | runtime | (observed) | (estim.) | | |======================================================================================| | 1 | Best | 0.1163 | 277.4 | 0.1163 | 0.1163 | 10 | Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 1: Completed in 0.74 sec Evaluation completed in 0.79 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 1: Completed in 1.9 sec Evaluation completed in 1.9 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.6 sec - Pass 2 of 4: Completed in 1.4 sec - Pass 3 of 4: Completed in 1.6 sec - Pass 4 of 4: Completed in 1.9 sec Evaluation completed in 7.2 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 1: Completed in 1.9 sec Evaluation completed in 2 sec | 2 | Accept | 0.19635 | 17.06 | 0.1163 | 0.12063 | 48298 | Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 1: Completed in 1.2 sec Evaluation completed in 1.3 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 1: Completed in 1.9 sec Evaluation completed in 1.9 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1 sec - Pass 2 of 4: Completed in 1.8 sec - Pass 3 of 4: Completed in 1 sec - Pass 4 of 4: Completed in 1.4 sec Evaluation completed in 5.9 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.5 sec - Pass 2 of 4: Completed in 2 sec - Pass 3 of 4: Completed in 1.1 sec - Pass 4 of 4: Completed in 1.8 sec Evaluation completed in 7 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.6 sec - Pass 2 of 4: Completed in 1.8 sec - Pass 3 of 4: Completed in 1.7 sec - Pass 4 of 4: Completed in 2 sec Evaluation completed in 7.7 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.7 sec - Pass 2 of 4: Completed in 1.3 sec - Pass 3 of 4: Completed in 1.5 sec - Pass 4 of 4: Completed in 1.4 sec Evaluation completed in 6.5 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.6 sec - Pass 2 of 4: Completed in 1.9 sec - Pass 3 of 4: Completed in 1.5 sec - Pass 4 of 4: Completed in 1.9 sec Evaluation completed in 7.5 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.5 sec - Pass 2 of 4: Completed in 1.9 sec - Pass 3 of 4: Completed in 1.6 sec - Pass 4 of 4: Completed in 1.8 sec Evaluation completed in 7.3 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.1 sec - Pass 2 of 4: Completed in 1.7 sec - Pass 3 of 4: Completed in 1.6 sec - Pass 4 of 4: Completed in 1.9 sec Evaluation completed in 6.9 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.7 sec - Pass 2 of 4: Completed in 1.8 sec - Pass 3 of 4: Completed in 1 sec - Pass 4 of 4: Completed in 1.8 sec Evaluation completed in 6.9 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1 sec - Pass 2 of 4: Completed in 1.8 sec - Pass 3 of 4: Completed in 1 sec - Pass 4 of 4: Completed in 1.3 sec Evaluation completed in 5.7 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 1: Completed in 1.8 sec Evaluation completed in 1.9 sec | 3 | Best | 0.1048 | 87.792 | 0.1048 | 0.11151 | 3166 | Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 1: Completed in 0.67 sec Evaluation completed in 0.73 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 1: Completed in 1.8 sec Evaluation completed in 1.8 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.6 sec - Pass 2 of 4: Completed in 1.8 sec - Pass 3 of 4: Completed in 1.6 sec - Pass 4 of 4: Completed in 2 sec Evaluation completed in 7.5 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1 sec - Pass 2 of 4: Completed in 1.8 sec - Pass 3 of 4: Completed in 1.1 sec - Pass 4 of 4: Completed in 1.8 sec Evaluation completed in 6.4 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.6 sec - Pass 2 of 4: Completed in 1.4 sec - Pass 3 of 4: Completed in 1.1 sec - Pass 4 of 4: Completed in 1.9 sec Evaluation completed in 6.6 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1 sec - Pass 2 of 4: Completed in 1.8 sec - Pass 3 of 4: Completed in 1.6 sec - Pass 4 of 4: Completed in 1.9 sec Evaluation completed in 7 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.6 sec - Pass 2 of 4: Completed in 1.8 sec - Pass 3 of 4: Completed in 1 sec - Pass 4 of 4: Completed in 1.3 sec Evaluation completed in 6.2 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1 sec - Pass 2 of 4: Completed in 1.8 sec - Pass 3 of 4: Completed in 1.6 sec - Pass 4 of 4: Completed in 1.9 sec Evaluation completed in 6.9 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.6 sec - Pass 2 of 4: Completed in 1.8 sec - Pass 3 of 4: Completed in 1.5 sec - Pass 4 of 4: Completed in 2 sec Evaluation completed in 7.5 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1 sec - Pass 2 of 4: Completed in 1.9 sec - Pass 3 of 4: Completed in 1.5 sec - Pass 4 of 4: Completed in 2 sec Evaluation completed in 7 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.6 sec - Pass 2 of 4: Completed in 1.8 sec - Pass 3 of 4: Completed in 1.6 sec - Pass 4 of 4: Completed in 2 sec Evaluation completed in 7.7 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.7 sec - Pass 2 of 4: Completed in 2 sec - Pass 3 of 4: Completed in 1.9 sec - Pass 4 of 4: Completed in 1.5 sec Evaluation completed in 7.7 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.6 sec - Pass 2 of 4: Completed in 1.9 sec - Pass 3 of 4: Completed in 1.6 sec - Pass 4 of 4: Completed in 2 sec Evaluation completed in 7.7 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.1 sec - Pass 2 of 4: Completed in 1.9 sec - Pass 3 of 4: Completed in 1.6 sec - Pass 4 of 4: Completed in 1.6 sec Evaluation completed in 6.9 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.2 sec - Pass 2 of 4: Completed in 1.9 sec - Pass 3 of 4: Completed in 1.7 sec - Pass 4 of 4: Completed in 2.2 sec Evaluation completed in 7.6 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.6 sec - Pass 2 of 4: Completed in 1.5 sec - Pass 3 of 4: Completed in 1.6 sec - Pass 4 of 4: Completed in 1.9 sec Evaluation completed in 7.2 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.1 sec - Pass 2 of 4: Completed in 1.9 sec - Pass 3 of 4: Completed in 1.6 sec - Pass 4 of 4: Completed in 1.9 sec Evaluation completed in 7.1 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.7 sec - Pass 2 of 4: Completed in 1.4 sec - Pass 3 of 4: Completed in 0.98 sec - Pass 4 of 4: Completed in 1.9 sec Evaluation completed in 6.6 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 1: Completed in 2 sec Evaluation completed in 2 sec | 4 | Best | 0.101 | 153.47 | 0.101 | 0.1056 | 180 | Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 1: Completed in 1.2 sec Evaluation completed in 1.2 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 1: Completed in 1.3 sec Evaluation completed in 1.3 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.1 sec - Pass 2 of 4: Completed in 1.7 sec - Pass 3 of 4: Completed in 1.5 sec - Pass 4 of 4: Completed in 1.9 sec Evaluation completed in 6.8 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.5 sec - Pass 2 of 4: Completed in 1.8 sec - Pass 3 of 4: Completed in 1 sec - Pass 4 of 4: Completed in 1.8 sec Evaluation completed in 6.8 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1 sec - Pass 2 of 4: Completed in 1.2 sec - Pass 3 of 4: Completed in 1 sec - Pass 4 of 4: Completed in 1.3 sec Evaluation completed in 5.1 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.1 sec - Pass 2 of 4: Completed in 1.7 sec - Pass 3 of 4: Completed in 1.6 sec - Pass 4 of 4: Completed in 1.9 sec Evaluation completed in 6.9 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.1 sec - Pass 2 of 4: Completed in 1.8 sec - Pass 3 of 4: Completed in 1.7 sec - Pass 4 of 4: Completed in 1.9 sec Evaluation completed in 7 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.1 sec - Pass 2 of 4: Completed in 2 sec - Pass 3 of 4: Completed in 1 sec - Pass 4 of 4: Completed in 1.4 sec Evaluation completed in 6.1 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.6 sec - Pass 2 of 4: Completed in 1.9 sec - Pass 3 of 4: Completed in 1.6 sec - Pass 4 of 4: Completed in 1.5 sec Evaluation completed in 7.1 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.6 sec - Pass 2 of 4: Completed in 1.3 sec - Pass 3 of 4: Completed in 1 sec - Pass 4 of 4: Completed in 2 sec Evaluation completed in 6.5 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.1 sec - Pass 2 of 4: Completed in 1.3 sec - Pass 3 of 4: Completed in 1.6 sec - Pass 4 of 4: Completed in 2.1 sec Evaluation completed in 6.7 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.1 sec - Pass 2 of 4: Completed in 1.8 sec - Pass 3 of 4: Completed in 1.1 sec - Pass 4 of 4: Completed in 2 sec Evaluation completed in 6.7 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.6 sec - Pass 2 of 4: Completed in 1.9 sec - Pass 3 of 4: Completed in 1.2 sec - Pass 4 of 4: Completed in 2.1 sec Evaluation completed in 7.4 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.1 sec - Pass 2 of 4: Completed in 1.9 sec - Pass 3 of 4: Completed in 1.1 sec - Pass 4 of 4: Completed in 1.5 sec Evaluation completed in 6.1 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.1 sec - Pass 2 of 4: Completed in 1.8 sec - Pass 3 of 4: Completed in 1.5 sec - Pass 4 of 4: Completed in 2 sec Evaluation completed in 7.1 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.2 sec - Pass 2 of 4: Completed in 1.3 sec - Pass 3 of 4: Completed in 1.5 sec - Pass 4 of 4: Completed in 2.1 sec Evaluation completed in 6.8 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.7 sec - Pass 2 of 4: Completed in 2.1 sec - Pass 3 of 4: Completed in 1.7 sec - Pass 4 of 4: Completed in 1.9 sec Evaluation completed in 8.1 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.7 sec - Pass 2 of 4: Completed in 2 sec - Pass 3 of 4: Completed in 1.1 sec - Pass 4 of 4: Completed in 1.9 sec Evaluation completed in 7.3 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.2 sec - Pass 2 of 4: Completed in 1.9 sec - Pass 3 of 4: Completed in 1.2 sec - Pass 4 of 4: Completed in 1.9 sec Evaluation completed in 6.8 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 1: Completed in 1.4 sec Evaluation completed in 1.5 sec | 5 | Best | 0.10058 | 156.17 | 0.10058 | 0.1006 | 145 | Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 1: Completed in 0.73 sec Evaluation completed in 0.79 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 1: Completed in 1.8 sec Evaluation completed in 1.8 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.6 sec - Pass 2 of 4: Completed in 1.8 sec - Pass 3 of 4: Completed in 1.6 sec - Pass 4 of 4: Completed in 1.9 sec Evaluation completed in 7.6 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1 sec - Pass 2 of 4: Completed in 1.8 sec - Pass 3 of 4: Completed in 1.6 sec - Pass 4 of 4: Completed in 1.9 sec Evaluation completed in 6.9 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.6 sec - Pass 2 of 4: Completed in 1.4 sec - Pass 3 of 4: Completed in 1.6 sec - Pass 4 of 4: Completed in 1.9 sec Evaluation completed in 7.1 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.1 sec - Pass 2 of 4: Completed in 1.8 sec - Pass 3 of 4: Completed in 1.1 sec - Pass 4 of 4: Completed in 1.9 sec Evaluation completed in 6.5 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.5 sec - Pass 2 of 4: Completed in 1.9 sec - Pass 3 of 4: Completed in 1.7 sec - Pass 4 of 4: Completed in 1.5 sec Evaluation completed in 7.2 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1 sec - Pass 2 of 4: Completed in 1.7 sec - Pass 3 of 4: Completed in 1.1 sec - Pass 4 of 4: Completed in 1.9 sec Evaluation completed in 6.4 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.6 sec - Pass 2 of 4: Completed in 1.8 sec - Pass 3 of 4: Completed in 1.6 sec - Pass 4 of 4: Completed in 1.9 sec Evaluation completed in 7.5 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.1 sec - Pass 2 of 4: Completed in 1.8 sec - Pass 3 of 4: Completed in 1.6 sec - Pass 4 of 4: Completed in 1.9 sec Evaluation completed in 7.1 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.1 sec - Pass 2 of 4: Completed in 1.8 sec - Pass 3 of 4: Completed in 1.5 sec - Pass 4 of 4: Completed in 1.9 sec Evaluation completed in 6.9 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1 sec - Pass 2 of 4: Completed in 1.8 sec - Pass 3 of 4: Completed in 1.1 sec - Pass 4 of 4: Completed in 1.8 sec Evaluation completed in 6.3 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.6 sec - Pass 2 of 4: Completed in 1.8 sec - Pass 3 of 4: Completed in 1.1 sec - Pass 4 of 4: Completed in 1.3 sec Evaluation completed in 6.3 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1 sec - Pass 2 of 4: Completed in 1.8 sec - Pass 3 of 4: Completed in 1.6 sec - Pass 4 of 4: Completed in 1.8 sec Evaluation completed in 6.8 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 1: Completed in 1.4 sec Evaluation completed in 1.4 sec | 6 | Accept | 0.10155 | 113.72 | 0.10058 | 0.10059 | 1058 | Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 1: Completed in 0.69 sec Evaluation completed in 0.75 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 1: Completed in 2 sec Evaluation completed in 2 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.3 sec - Pass 2 of 4: Completed in 1.8 sec - Pass 3 of 4: Completed in 1.5 sec - Pass 4 of 4: Completed in 1.9 sec Evaluation completed in 7.1 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.1 sec - Pass 2 of 4: Completed in 1.2 sec - Pass 3 of 4: Completed in 1.6 sec - Pass 4 of 4: Completed in 1.9 sec Evaluation completed in 6.3 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.99 sec - Pass 2 of 4: Completed in 1.8 sec - Pass 3 of 4: Completed in 1.1 sec - Pass 4 of 4: Completed in 1.9 sec Evaluation completed in 6.4 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.5 sec - Pass 2 of 4: Completed in 1.9 sec - Pass 3 of 4: Completed in 1.6 sec - Pass 4 of 4: Completed in 1.3 sec Evaluation completed in 7 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.5 sec - Pass 2 of 4: Completed in 1.8 sec - Pass 3 of 4: Completed in 1.6 sec - Pass 4 of 4: Completed in 1.9 sec Evaluation completed in 7.4 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.6 sec - Pass 2 of 4: Completed in 1.3 sec - Pass 3 of 4: Completed in 0.97 sec - Pass 4 of 4: Completed in 1.9 sec Evaluation completed in 6.4 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.6 sec - Pass 2 of 4: Completed in 1.8 sec - Pass 3 of 4: Completed in 1.1 sec - Pass 4 of 4: Completed in 1.9 sec Evaluation completed in 7 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1 sec - Pass 2 of 4: Completed in 1.8 sec - Pass 3 of 4: Completed in 1.6 sec - Pass 4 of 4: Completed in 2.1 sec Evaluation completed in 7.1 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.1 sec - Pass 2 of 4: Completed in 1.3 sec - Pass 3 of 4: Completed in 1 sec - Pass 4 of 4: Completed in 2.2 sec Evaluation completed in 6.2 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.6 sec - Pass 2 of 4: Completed in 1.4 sec - Pass 3 of 4: Completed in 1 sec - Pass 4 of 4: Completed in 1.8 sec Evaluation completed in 6.6 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.2 sec - Pass 2 of 4: Completed in 1.5 sec - Pass 3 of 4: Completed in 1.1 sec - Pass 4 of 4: Completed in 2.6 sec Evaluation completed in 7.2 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.2 sec - Pass 2 of 4: Completed in 1.5 sec - Pass 3 of 4: Completed in 1.6 sec - Pass 4 of 4: Completed in 2.3 sec Evaluation completed in 7.4 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.4 sec - Pass 2 of 4: Completed in 2.1 sec - Pass 3 of 4: Completed in 1.7 sec - Pass 4 of 4: Completed in 2.5 sec Evaluation completed in 8.6 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.5 sec - Pass 2 of 4: Completed in 2.2 sec - Pass 3 of 4: Completed in 1.2 sec - Pass 4 of 4: Completed in 2.6 sec Evaluation completed in 8.3 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 2.1 sec - Pass 2 of 4: Completed in 2.3 sec - Pass 3 of 4: Completed in 1.8 sec - Pass 4 of 4: Completed in 3.3 sec Evaluation completed in 10 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.7 sec - Pass 2 of 4: Completed in 2.4 sec - Pass 3 of 4: Completed in 1.8 sec - Pass 4 of 4: Completed in 2.8 sec Evaluation completed in 9.5 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.8 sec - Pass 2 of 4: Completed in 2.5 sec - Pass 3 of 4: Completed in 1.2 sec - Pass 4 of 4: Completed in 2.7 sec Evaluation completed in 9 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 2.3 sec - Pass 2 of 4: Completed in 2.6 sec - Pass 3 of 4: Completed in 1.8 sec - Pass 4 of 4: Completed in 3.2 sec Evaluation completed in 11 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.9 sec - Pass 2 of 4: Completed in 2.6 sec - Pass 3 of 4: Completed in 1.8 sec - Pass 4 of 4: Completed in 3.1 sec Evaluation completed in 10 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 2.5 sec - Pass 2 of 4: Completed in 2.7 sec - Pass 3 of 4: Completed in 1.7 sec - Pass 4 of 4: Completed in 3 sec Evaluation completed in 11 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 2 sec - Pass 2 of 4: Completed in 2.2 sec - Pass 3 of 4: Completed in 1.8 sec - Pass 4 of 4: Completed in 2.4 sec Evaluation completed in 9.1 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.9 sec - Pass 2 of 4: Completed in 2.7 sec - Pass 3 of 4: Completed in 1.7 sec - Pass 4 of 4: Completed in 2.4 sec Evaluation completed in 9.3 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 2 sec - Pass 2 of 4: Completed in 2.8 sec - Pass 3 of 4: Completed in 1.2 sec - Pass 4 of 4: Completed in 2.8 sec Evaluation completed in 9.4 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 2.6 sec - Pass 2 of 4: Completed in 2.8 sec - Pass 3 of 4: Completed in 1.3 sec - Pass 4 of 4: Completed in 2.8 sec Evaluation completed in 10 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 2 sec - Pass 2 of 4: Completed in 2.7 sec - Pass 3 of 4: Completed in 1.3 sec - Pass 4 of 4: Completed in 2.8 sec Evaluation completed in 9.4 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 2.1 sec - Pass 2 of 4: Completed in 2.3 sec - Pass 3 of 4: Completed in 1.3 sec - Pass 4 of 4: Completed in 2.8 sec Evaluation completed in 9 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 2.5 sec - Pass 2 of 4: Completed in 2.3 sec - Pass 3 of 4: Completed in 1.2 sec - Pass 4 of 4: Completed in 2.8 sec Evaluation completed in 9.4 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 2.1 sec - Pass 2 of 4: Completed in 2.3 sec - Pass 3 of 4: Completed in 1.8 sec - Pass 4 of 4: Completed in 2.8 sec Evaluation completed in 9.6 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 2.7 sec - Pass 2 of 4: Completed in 2.8 sec - Pass 3 of 4: Completed in 1.7 sec - Pass 4 of 4: Completed in 2.2 sec Evaluation completed in 10 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 1: Completed in 1.9 sec Evaluation completed in 2 sec | 7 | Accept | 0.13479 | 312.1 | 0.10058 | 0.10059 | 1 | Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 1: Completed in 0.62 sec Evaluation completed in 0.67 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 1: Completed in 1.2 sec Evaluation completed in 1.3 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.5 sec - Pass 2 of 4: Completed in 1.8 sec - Pass 3 of 4: Completed in 1.6 sec - Pass 4 of 4: Completed in 1.3 sec Evaluation completed in 6.8 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1 sec - Pass 2 of 4: Completed in 1.8 sec - Pass 3 of 4: Completed in 1 sec - Pass 4 of 4: Completed in 1.8 sec Evaluation completed in 6.1 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1 sec - Pass 2 of 4: Completed in 1.8 sec - Pass 3 of 4: Completed in 1.5 sec - Pass 4 of 4: Completed in 1.8 sec Evaluation completed in 6.7 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1 sec - Pass 2 of 4: Completed in 1.2 sec - Pass 3 of 4: Completed in 1.5 sec - Pass 4 of 4: Completed in 1.9 sec Evaluation completed in 6.2 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.5 sec - Pass 2 of 4: Completed in 1.9 sec - Pass 3 of 4: Completed in 1.1 sec - Pass 4 of 4: Completed in 1.9 sec Evaluation completed in 7.1 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.6 sec - Pass 2 of 4: Completed in 1.8 sec - Pass 3 of 4: Completed in 1.6 sec - Pass 4 of 4: Completed in 2 sec Evaluation completed in 7.5 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.1 sec - Pass 2 of 4: Completed in 1.3 sec - Pass 3 of 4: Completed in 1 sec - Pass 4 of 4: Completed in 1.5 sec Evaluation completed in 5.5 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1 sec - Pass 2 of 4: Completed in 1.8 sec - Pass 3 of 4: Completed in 1.1 sec - Pass 4 of 4: Completed in 2 sec Evaluation completed in 6.6 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.6 sec - Pass 2 of 4: Completed in 1.4 sec - Pass 3 of 4: Completed in 1.5 sec - Pass 4 of 4: Completed in 2.1 sec Evaluation completed in 7.1 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.5 sec - Pass 2 of 4: Completed in 1.9 sec - Pass 3 of 4: Completed in 1.1 sec - Pass 4 of 4: Completed in 2.3 sec Evaluation completed in 7.5 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 2 sec - Pass 2 of 4: Completed in 2.5 sec - Pass 3 of 4: Completed in 1.7 sec - Pass 4 of 4: Completed in 2.2 sec Evaluation completed in 9 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.2 sec - Pass 2 of 4: Completed in 1.4 sec - Pass 3 of 4: Completed in 1.7 sec - Pass 4 of 4: Completed in 2.2 sec Evaluation completed in 7.2 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.1 sec - Pass 2 of 4: Completed in 1.9 sec - Pass 3 of 4: Completed in 1.1 sec - Pass 4 of 4: Completed in 2.2 sec Evaluation completed in 7 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.1 sec - Pass 2 of 4: Completed in 1.5 sec - Pass 3 of 4: Completed in 1 sec - Pass 4 of 4: Completed in 2.1 sec Evaluation completed in 6.4 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.7 sec - Pass 2 of 4: Completed in 2 sec - Pass 3 of 4: Completed in 1.7 sec - Pass 4 of 4: Completed in 2.1 sec Evaluation completed in 8.1 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.2 sec - Pass 2 of 4: Completed in 2 sec - Pass 3 of 4: Completed in 1.7 sec - Pass 4 of 4: Completed in 2.1 sec Evaluation completed in 7.6 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.7 sec - Pass 2 of 4: Completed in 1.5 sec - Pass 3 of 4: Completed in 1.6 sec - Pass 4 of 4: Completed in 2 sec Evaluation completed in 7.7 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.7 sec - Pass 2 of 4: Completed in 1.6 sec - Pass 3 of 4: Completed in 1.7 sec - Pass 4 of 4: Completed in 2 sec Evaluation completed in 7.6 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.7 sec - Pass 2 of 4: Completed in 2 sec - Pass 3 of 4: Completed in 1.7 sec - Pass 4 of 4: Completed in 1.9 sec Evaluation completed in 8 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.8 sec - Pass 2 of 4: Completed in 1.6 sec - Pass 3 of 4: Completed in 1.6 sec - Pass 4 of 4: Completed in 2 sec Evaluation completed in 7.5 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 1: Completed in 1.9 sec Evaluation completed in 1.9 sec | 8 | Accept | 0.10249 | 190.23 | 0.10058 | 0.10063 | 58 | Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 1: Completed in 0.67 sec Evaluation completed in 0.73 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 1: Completed in 1.3 sec Evaluation completed in 1.4 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1 sec - Pass 2 of 4: Completed in 1.8 sec - Pass 3 of 4: Completed in 1.6 sec - Pass 4 of 4: Completed in 1.8 sec Evaluation completed in 6.9 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.5 sec - Pass 2 of 4: Completed in 1.3 sec - Pass 3 of 4: Completed in 1.6 sec - Pass 4 of 4: Completed in 1.8 sec Evaluation completed in 6.9 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.1 sec - Pass 2 of 4: Completed in 1.3 sec - Pass 3 of 4: Completed in 1.5 sec - Pass 4 of 4: Completed in 2 sec Evaluation completed in 6.4 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.5 sec - Pass 2 of 4: Completed in 1.8 sec - Pass 3 of 4: Completed in 1.6 sec - Pass 4 of 4: Completed in 1.9 sec Evaluation completed in 7.3 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1 sec - Pass 2 of 4: Completed in 1.8 sec - Pass 3 of 4: Completed in 1.1 sec - Pass 4 of 4: Completed in 1.3 sec Evaluation completed in 5.8 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1 sec - Pass 2 of 4: Completed in 1.3 sec - Pass 3 of 4: Completed in 1.6 sec - Pass 4 of 4: Completed in 2 sec Evaluation completed in 6.4 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1 sec - Pass 2 of 4: Completed in 1.3 sec - Pass 3 of 4: Completed in 1 sec - Pass 4 of 4: Completed in 2 sec Evaluation completed in 5.9 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.1 sec - Pass 2 of 4: Completed in 1.3 sec - Pass 3 of 4: Completed in 1.1 sec - Pass 4 of 4: Completed in 1.9 sec Evaluation completed in 5.9 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.5 sec - Pass 2 of 4: Completed in 1.8 sec - Pass 3 of 4: Completed in 1.1 sec - Pass 4 of 4: Completed in 2 sec Evaluation completed in 7.1 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.1 sec - Pass 2 of 4: Completed in 1.8 sec - Pass 3 of 4: Completed in 1.6 sec - Pass 4 of 4: Completed in 2.1 sec Evaluation completed in 7.3 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.1 sec - Pass 2 of 4: Completed in 1.3 sec - Pass 3 of 4: Completed in 1.6 sec - Pass 4 of 4: Completed in 2.1 sec Evaluation completed in 6.7 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.2 sec - Pass 2 of 4: Completed in 1.8 sec - Pass 3 of 4: Completed in 1.5 sec - Pass 4 of 4: Completed in 1.6 sec Evaluation completed in 6.7 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.1 sec - Pass 2 of 4: Completed in 1.9 sec - Pass 3 of 4: Completed in 1.1 sec - Pass 4 of 4: Completed in 1.9 sec Evaluation completed in 6.6 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.7 sec - Pass 2 of 4: Completed in 1.9 sec - Pass 3 of 4: Completed in 1.6 sec - Pass 4 of 4: Completed in 2 sec Evaluation completed in 7.7 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.2 sec - Pass 2 of 4: Completed in 1.9 sec - Pass 3 of 4: Completed in 1.6 sec - Pass 4 of 4: Completed in 1.9 sec Evaluation completed in 7.1 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.2 sec - Pass 2 of 4: Completed in 1.4 sec - Pass 3 of 4: Completed in 1 sec - Pass 4 of 4: Completed in 1.8 sec Evaluation completed in 6 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.6 sec - Pass 2 of 4: Completed in 2 sec - Pass 3 of 4: Completed in 1.6 sec - Pass 4 of 4: Completed in 1.9 sec Evaluation completed in 7.8 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.7 sec - Pass 2 of 4: Completed in 1.9 sec - Pass 3 of 4: Completed in 1.1 sec - Pass 4 of 4: Completed in 2 sec Evaluation completed in 7.3 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 1: Completed in 1.4 sec Evaluation completed in 1.5 sec | 9 | Best | 0.10033 | 164.41 | 0.10033 | 0.1004 | 112 | Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 1: Completed in 1.2 sec Evaluation completed in 1.2 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 1: Completed in 1.8 sec Evaluation completed in 1.8 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1 sec - Pass 2 of 4: Completed in 1.7 sec - Pass 3 of 4: Completed in 1.6 sec - Pass 4 of 4: Completed in 1.3 sec Evaluation completed in 6.1 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1 sec - Pass 2 of 4: Completed in 1.8 sec - Pass 3 of 4: Completed in 1.5 sec - Pass 4 of 4: Completed in 1.9 sec Evaluation completed in 6.8 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.5 sec - Pass 2 of 4: Completed in 2.1 sec - Pass 3 of 4: Completed in 1 sec - Pass 4 of 4: Completed in 1.8 sec Evaluation completed in 7 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.98 sec - Pass 2 of 4: Completed in 1.3 sec - Pass 3 of 4: Completed in 1.6 sec - Pass 4 of 4: Completed in 1.9 sec Evaluation completed in 6.3 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.98 sec - Pass 2 of 4: Completed in 1.8 sec - Pass 3 of 4: Completed in 1.6 sec - Pass 4 of 4: Completed in 2 sec Evaluation completed in 6.8 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.6 sec - Pass 2 of 4: Completed in 1.8 sec - Pass 3 of 4: Completed in 1.6 sec - Pass 4 of 4: Completed in 2 sec Evaluation completed in 7.6 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.5 sec - Pass 2 of 4: Completed in 1.4 sec - Pass 3 of 4: Completed in 1.6 sec - Pass 4 of 4: Completed in 1.3 sec Evaluation completed in 6.4 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.1 sec - Pass 2 of 4: Completed in 1.2 sec - Pass 3 of 4: Completed in 1 sec - Pass 4 of 4: Completed in 1.8 sec Evaluation completed in 5.6 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.5 sec - Pass 2 of 4: Completed in 1.3 sec - Pass 3 of 4: Completed in 0.98 sec - Pass 4 of 4: Completed in 1.7 sec Evaluation completed in 6.1 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.99 sec - Pass 2 of 4: Completed in 1.7 sec - Pass 3 of 4: Completed in 1.5 sec - Pass 4 of 4: Completed in 1.8 sec Evaluation completed in 6.7 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.6 sec - Pass 2 of 4: Completed in 1.8 sec - Pass 3 of 4: Completed in 1.1 sec - Pass 4 of 4: Completed in 1.7 sec Evaluation completed in 6.7 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 1: Completed in 1.8 sec Evaluation completed in 1.9 sec | 10 | Accept | 0.10145 | 102.12 | 0.10033 | 0.10042 | 1682 | Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 1: Completed in 1.2 sec Evaluation completed in 1.2 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 1: Completed in 1.3 sec Evaluation completed in 1.4 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.5 sec - Pass 2 of 4: Completed in 1.5 sec - Pass 3 of 4: Completed in 1.5 sec - Pass 4 of 4: Completed in 2.1 sec Evaluation completed in 7.2 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.5 sec - Pass 2 of 4: Completed in 1.2 sec - Pass 3 of 4: Completed in 1.5 sec - Pass 4 of 4: Completed in 1.8 sec Evaluation completed in 6.7 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1 sec - Pass 2 of 4: Completed in 1.7 sec - Pass 3 of 4: Completed in 1.1 sec - Pass 4 of 4: Completed in 1.8 sec Evaluation completed in 6.3 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.6 sec - Pass 2 of 4: Completed in 1.9 sec - Pass 3 of 4: Completed in 1.2 sec - Pass 4 of 4: Completed in 2 sec Evaluation completed in 7.4 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.5 sec - Pass 2 of 4: Completed in 1.7 sec - Pass 3 of 4: Completed in 1.6 sec - Pass 4 of 4: Completed in 1.8 sec Evaluation completed in 7.2 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.1 sec - Pass 2 of 4: Completed in 1.3 sec - Pass 3 of 4: Completed in 1.5 sec - Pass 4 of 4: Completed in 1.4 sec Evaluation completed in 5.9 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1 sec - Pass 2 of 4: Completed in 1.7 sec - Pass 3 of 4: Completed in 1 sec - Pass 4 of 4: Completed in 1.4 sec Evaluation completed in 5.7 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.99 sec - Pass 2 of 4: Completed in 1.2 sec - Pass 3 of 4: Completed in 1 sec - Pass 4 of 4: Completed in 2 sec Evaluation completed in 5.8 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.1 sec - Pass 2 of 4: Completed in 1.7 sec - Pass 3 of 4: Completed in 1.6 sec - Pass 4 of 4: Completed in 2 sec Evaluation completed in 7.3 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.6 sec - Pass 2 of 4: Completed in 1.8 sec - Pass 3 of 4: Completed in 1.6 sec - Pass 4 of 4: Completed in 2.1 sec Evaluation completed in 7.9 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.1 sec - Pass 2 of 4: Completed in 1.8 sec - Pass 3 of 4: Completed in 1.5 sec - Pass 4 of 4: Completed in 1.6 sec Evaluation completed in 6.5 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.1 sec - Pass 2 of 4: Completed in 1.4 sec - Pass 3 of 4: Completed in 1.5 sec - Pass 4 of 4: Completed in 1.5 sec Evaluation completed in 6.1 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.1 sec - Pass 2 of 4: Completed in 1.8 sec - Pass 3 of 4: Completed in 1.5 sec - Pass 4 of 4: Completed in 2 sec Evaluation completed in 7 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.1 sec - Pass 2 of 4: Completed in 1.9 sec - Pass 3 of 4: Completed in 1.6 sec - Pass 4 of 4: Completed in 1.5 sec Evaluation completed in 6.6 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.1 sec - Pass 2 of 4: Completed in 1.8 sec - Pass 3 of 4: Completed in 1 sec - Pass 4 of 4: Completed in 1.9 sec Evaluation completed in 6.4 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.2 sec - Pass 2 of 4: Completed in 1.9 sec - Pass 3 of 4: Completed in 1.6 sec - Pass 4 of 4: Completed in 1.9 sec Evaluation completed in 7 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.8 sec - Pass 2 of 4: Completed in 2 sec - Pass 3 of 4: Completed in 1.1 sec - Pass 4 of 4: Completed in 1.9 sec Evaluation completed in 7.3 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.7 sec - Pass 2 of 4: Completed in 1.4 sec - Pass 3 of 4: Completed in 1.6 sec - Pass 4 of 4: Completed in 1.6 sec Evaluation completed in 6.8 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 1: Completed in 1.4 sec Evaluation completed in 1.4 sec | 11 | Accept | 0.10047 | 164.08 | 0.10033 | 0.10044 | 114 | Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 1: Completed in 1.2 sec Evaluation completed in 1.2 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 1: Completed in 1.8 sec Evaluation completed in 1.9 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.5 sec - Pass 2 of 4: Completed in 1.8 sec - Pass 3 of 4: Completed in 1.5 sec - Pass 4 of 4: Completed in 1.3 sec Evaluation completed in 6.7 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.1 sec - Pass 2 of 4: Completed in 1.2 sec - Pass 3 of 4: Completed in 1.5 sec - Pass 4 of 4: Completed in 1.9 sec Evaluation completed in 6.4 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.6 sec - Pass 2 of 4: Completed in 1.8 sec - Pass 3 of 4: Completed in 1.5 sec - Pass 4 of 4: Completed in 1.9 sec Evaluation completed in 7.5 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.6 sec - Pass 2 of 4: Completed in 1.9 sec - Pass 3 of 4: Completed in 1.6 sec - Pass 4 of 4: Completed in 1.9 sec Evaluation completed in 7.6 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.6 sec - Pass 2 of 4: Completed in 1.9 sec - Pass 3 of 4: Completed in 1.5 sec - Pass 4 of 4: Completed in 1.9 sec Evaluation completed in 7.5 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.5 sec - Pass 2 of 4: Completed in 1.8 sec - Pass 3 of 4: Completed in 1 sec - Pass 4 of 4: Completed in 1.5 sec Evaluation completed in 6.3 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.5 sec - Pass 2 of 4: Completed in 1.3 sec - Pass 3 of 4: Completed in 1.5 sec - Pass 4 of 4: Completed in 1.4 sec Evaluation completed in 6.4 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.8 sec - Pass 2 of 4: Completed in 1.9 sec - Pass 3 of 4: Completed in 1.1 sec - Pass 4 of 4: Completed in 1.9 sec Evaluation completed in 7.3 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.5 sec - Pass 2 of 4: Completed in 1.9 sec - Pass 3 of 4: Completed in 1.8 sec - Pass 4 of 4: Completed in 2.1 sec Evaluation completed in 8 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.5 sec - Pass 2 of 4: Completed in 1.8 sec - Pass 3 of 4: Completed in 1.6 sec - Pass 4 of 4: Completed in 2.1 sec Evaluation completed in 7.7 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.6 sec - Pass 2 of 4: Completed in 2.1 sec - Pass 3 of 4: Completed in 1.1 sec - Pass 4 of 4: Completed in 1.6 sec Evaluation completed in 7 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.7 sec - Pass 2 of 4: Completed in 1.9 sec - Pass 3 of 4: Completed in 1.6 sec - Pass 4 of 4: Completed in 2 sec Evaluation completed in 7.8 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.6 sec - Pass 2 of 4: Completed in 1.8 sec - Pass 3 of 4: Completed in 1.1 sec - Pass 4 of 4: Completed in 2 sec Evaluation completed in 7.2 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.2 sec - Pass 2 of 4: Completed in 1.9 sec - Pass 3 of 4: Completed in 1.6 sec - Pass 4 of 4: Completed in 1.5 sec Evaluation completed in 6.7 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.1 sec - Pass 2 of 4: Completed in 1.9 sec - Pass 3 of 4: Completed in 1.6 sec - Pass 4 of 4: Completed in 1.9 sec Evaluation completed in 7.2 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.2 sec - Pass 2 of 4: Completed in 1.9 sec - Pass 3 of 4: Completed in 1.5 sec - Pass 4 of 4: Completed in 2 sec Evaluation completed in 7.2 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.1 sec - Pass 2 of 4: Completed in 1.3 sec - Pass 3 of 4: Completed in 1.1 sec - Pass 4 of 4: Completed in 1.4 sec Evaluation completed in 5.4 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.2 sec - Pass 2 of 4: Completed in 1.9 sec - Pass 3 of 4: Completed in 1.1 sec - Pass 4 of 4: Completed in 1.8 sec Evaluation completed in 6.5 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 1: Completed in 1.8 sec Evaluation completed in 1.8 sec | 12 | Accept | 0.10105 | 171.09 | 0.10033 | 0.10061 | 116 | Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 1: Completed in 0.63 sec Evaluation completed in 0.68 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 1: Completed in 1.3 sec Evaluation completed in 1.3 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.5 sec - Pass 2 of 4: Completed in 1.7 sec - Pass 3 of 4: Completed in 1.5 sec - Pass 4 of 4: Completed in 1.8 sec Evaluation completed in 7.2 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.6 sec - Pass 2 of 4: Completed in 1.8 sec - Pass 3 of 4: Completed in 1.5 sec - Pass 4 of 4: Completed in 1.3 sec Evaluation completed in 6.7 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.5 sec - Pass 2 of 4: Completed in 1.2 sec - Pass 3 of 4: Completed in 1.6 sec - Pass 4 of 4: Completed in 1.8 sec Evaluation completed in 6.7 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.5 sec - Pass 2 of 4: Completed in 1.9 sec - Pass 3 of 4: Completed in 1.1 sec - Pass 4 of 4: Completed in 1.9 sec Evaluation completed in 6.9 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.5 sec - Pass 2 of 4: Completed in 1.2 sec - Pass 3 of 4: Completed in 1.5 sec - Pass 4 of 4: Completed in 1.9 sec Evaluation completed in 6.7 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.5 sec - Pass 2 of 4: Completed in 1.7 sec - Pass 3 of 4: Completed in 1.6 sec - Pass 4 of 4: Completed in 1.9 sec Evaluation completed in 7.3 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1 sec - Pass 2 of 4: Completed in 1.8 sec - Pass 3 of 4: Completed in 1.5 sec - Pass 4 of 4: Completed in 1.5 sec Evaluation completed in 6.4 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1 sec - Pass 2 of 4: Completed in 1.9 sec - Pass 3 of 4: Completed in 1.1 sec - Pass 4 of 4: Completed in 1.5 sec Evaluation completed in 6 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1 sec - Pass 2 of 4: Completed in 1.8 sec - Pass 3 of 4: Completed in 1.6 sec - Pass 4 of 4: Completed in 2 sec Evaluation completed in 7 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.1 sec - Pass 2 of 4: Completed in 1.4 sec - Pass 3 of 4: Completed in 1 sec - Pass 4 of 4: Completed in 1.5 sec Evaluation completed in 5.7 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.1 sec - Pass 2 of 4: Completed in 1.3 sec - Pass 3 of 4: Completed in 1.6 sec - Pass 4 of 4: Completed in 2.1 sec Evaluation completed in 6.6 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.1 sec - Pass 2 of 4: Completed in 1.3 sec - Pass 3 of 4: Completed in 1.6 sec - Pass 4 of 4: Completed in 2.1 sec Evaluation completed in 6.7 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.1 sec - Pass 2 of 4: Completed in 1.4 sec - Pass 3 of 4: Completed in 1.5 sec - Pass 4 of 4: Completed in 1.9 sec Evaluation completed in 6.4 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.6 sec - Pass 2 of 4: Completed in 1.3 sec - Pass 3 of 4: Completed in 1 sec - Pass 4 of 4: Completed in 1.9 sec Evaluation completed in 6.5 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.6 sec - Pass 2 of 4: Completed in 1.9 sec - Pass 3 of 4: Completed in 1.5 sec - Pass 4 of 4: Completed in 1.9 sec Evaluation completed in 7.5 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.6 sec - Pass 2 of 4: Completed in 1.9 sec - Pass 3 of 4: Completed in 1.1 sec - Pass 4 of 4: Completed in 1.9 sec Evaluation completed in 7.1 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.6 sec - Pass 2 of 4: Completed in 1.9 sec - Pass 3 of 4: Completed in 1.6 sec - Pass 4 of 4: Completed in 1.9 sec Evaluation completed in 7.7 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 1: Completed in 1.9 sec Evaluation completed in 1.9 sec | 13 | Accept | 0.10105 | 155.32 | 0.10033 | 0.10069 | 122 | Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 1: Completed in 0.63 sec Evaluation completed in 0.69 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 1: Completed in 1.3 sec Evaluation completed in 1.3 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1 sec - Pass 2 of 4: Completed in 1.3 sec - Pass 3 of 4: Completed in 0.99 sec - Pass 4 of 4: Completed in 1.8 sec Evaluation completed in 5.6 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 0.99 sec - Pass 2 of 4: Completed in 1.7 sec - Pass 3 of 4: Completed in 1 sec - Pass 4 of 4: Completed in 1.8 sec Evaluation completed in 6 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.1 sec - Pass 2 of 4: Completed in 1.3 sec - Pass 3 of 4: Completed in 1.6 sec - Pass 4 of 4: Completed in 1.8 sec Evaluation completed in 6.3 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.5 sec - Pass 2 of 4: Completed in 1.8 sec - Pass 3 of 4: Completed in 1.6 sec - Pass 4 of 4: Completed in 1.4 sec Evaluation completed in 6.8 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1 sec - Pass 2 of 4: Completed in 1.7 sec - Pass 3 of 4: Completed in 1 sec - Pass 4 of 4: Completed in 1.8 sec Evaluation completed in 6.1 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.6 sec - Pass 2 of 4: Completed in 1.8 sec - Pass 3 of 4: Completed in 1 sec - Pass 4 of 4: Completed in 1.3 sec Evaluation completed in 6.3 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.5 sec - Pass 2 of 4: Completed in 1.3 sec - Pass 3 of 4: Completed in 1 sec - Pass 4 of 4: Completed in 1.5 sec Evaluation completed in 5.9 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.6 sec - Pass 2 of 4: Completed in 1.4 sec - Pass 3 of 4: Completed in 1.5 sec - Pass 4 of 4: Completed in 1.6 sec Evaluation completed in 6.6 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.5 sec - Pass 2 of 4: Completed in 1.9 sec - Pass 3 of 4: Completed in 1.6 sec - Pass 4 of 4: Completed in 1.7 sec Evaluation completed in 7.3 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.1 sec - Pass 2 of 4: Completed in 1.9 sec - Pass 3 of 4: Completed in 1 sec - Pass 4 of 4: Completed in 1.8 sec Evaluation completed in 6.4 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.2 sec - Pass 2 of 4: Completed in 1.9 sec - Pass 3 of 4: Completed in 1.6 sec - Pass 4 of 4: Completed in 2.5 sec Evaluation completed in 8 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.3 sec - Pass 2 of 4: Completed in 1.5 sec - Pass 3 of 4: Completed in 1 sec - Pass 4 of 4: Completed in 2.8 sec Evaluation completed in 7.4 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.8 sec - Pass 2 of 4: Completed in 2.1 sec - Pass 3 of 4: Completed in 1.1 sec - Pass 4 of 4: Completed in 3 sec Evaluation completed in 8.8 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.5 sec - Pass 2 of 4: Completed in 1.7 sec - Pass 3 of 4: Completed in 1.6 sec - Pass 4 of 4: Completed in 3.1 sec Evaluation completed in 8.7 sec Evaluating tall expression using the Parallel Pool 'local': - Pass 1 of 4: Completed in 1.5 sec - Pass 2 of 4: Completed in 1.8 sec - Pass 3 of 4: Completed in 1.2 sec - Pass 4 of 4: 0% complete Evalua...
Mdl =
classreg.learning.classif.CompactClassificationTree
ResponseName: 'Y'
CategoricalPredictors: []
ClassNames: [0 1]
ScoreTransform: 'none'
Properties, Methods
FitInfo = struct with no fields.
HyperparameterOptimizationResults =
BayesianOptimization with properties:
ObjectiveFcn: @createObjFcn/tallObjFcn
VariableDescriptions: [4×1 optimizableVariable]
Options: [1×1 struct]
MinObjective: 0.1003
XAtMinObjective: [1×1 table]
MinEstimatedObjective: 0.1007
XAtMinEstimatedObjective: [1×1 table]
NumObjectiveEvaluations: 30
TotalElapsedTime: 4.7763e+03
NextPoint: [1×1 table]
XTrace: [30×1 table]
ObjectiveTrace: [30×1 double]
ConstraintsTrace: []
UserDataTrace: {30×1 cell}
ObjectiveEvaluationTimeTrace: [30×1 double]
IterationTimeTrace: [30×1 double]
ErrorTrace: [30×1 double]
FeasibilityTrace: [30×1 logical]
FeasibilityProbabilityTrace: [30×1 double]
IndexOfMinimumTrace: [30×1 double]
ObjectiveMinimumTrace: [30×1 double]
EstimatedObjectiveMinimumTrace: [30×1 double]
По умолчанию Prune является 'on'. Однако эта спецификация не сокращает дерево классификации. Чтобы сократить обученное дерево классификации, передайте дерево классификации prune.
После обучения модель можно сгенерировать код C/C++, который предсказывает метки для новых данных. Генерация кода C/C++ требует MATLAB Coder™. Для получения дополнительной информации смотрите Введение в Генерацию кода.
[1] Бреимен, L., Дж. Фридман, Р. Олшен и К. Стоун. Классификация и деревья регрессии. Бока-Ратон, FL: нажатие CRC, 1984.
[2] Котельщик, Д., С. Цз. Хун и Дж. Р. М. Хоскинг. “Деля Номинальные Атрибуты в Деревьях решений”. Анализ данных и Открытие Знаний, Издание 3, 1999, стр 197–217.
[3] Loh, W.Y. “Деревья регрессии с Несмещенным Обнаружением Выбора переменной и Взаимодействия”. Statistica Sinica, Издание 12, 2002, стр 361–386.
[4] Loh, В.И. и И.С. Ши. “Разделите Методы выбора для Деревьев Классификации”. Statistica Sinica, Издание 7, 1997, стр 815–840.
ClassificationPartitionedModel | ClassificationTree | kfoldPredict | predict | prune