From a5cc92e8713be0ec59e70d036dcd81f49ce08d49 Mon Sep 17 00:00:00 2001 From: AdityaSavara <39929571+AdityaSavara@users.noreply.github.com> Date: Sat, 1 Aug 2020 17:16:18 -0400 Subject: [PATCH 1/2] Added uniform priors feature. --- CheKiPEUQ/InverseProblem.py | 50 +++++++++++++++++++++++----- CheKiPEUQ/UserInput.py | 3 +- Examples/Example07/mcmc_log_file.txt | 2 +- Examples/Example24/mcmc_log_file.txt | 2 +- 4 files changed, 46 insertions(+), 11 deletions(-) diff --git a/CheKiPEUQ/InverseProblem.py b/CheKiPEUQ/InverseProblem.py index 866baef6..5758876a 100644 --- a/CheKiPEUQ/InverseProblem.py +++ b/CheKiPEUQ/InverseProblem.py @@ -26,7 +26,26 @@ def __init__(self, UserInput = None): if self.UserInput.parameter_estimation_settings['verbose']: print("Paremeter Estimation Object Initialized") #Leaving the original dictionary object intact, but making a new object to make covmat_prior. - UserInput.InputParametersPriorValuesUncertainties = UserInput.model['InputParametersPriorValuesUncertainties'] + UserInput.InputParametersPriorValuesUncertainties = np.array(UserInput.model['InputParametersPriorValuesUncertainties'],dtype='float32') + UserInput.InputParametersPriorValuesUniformDistributionsIndices = [] #intializing. + if -1.0 in InputParametersPriorValuesUncertainties: #This means that at least one of the uncertainties has been set to "-1" which means a uniform distribution. + if len(np.shape(UserInput.InputParametersPriorValuesUncertainties)) != 1: + print("A value of '-1' in the uncertainties signifies a uniform distribution for CheKiPEUQ. As of July 1st 2020, the uniform distribution feature is only compatible with a 1D of array for uncertainties and not compatible with providing a full covariance matrix. If you need such a feature, contact the developers because it could be implemented. Eventually, a more sophisiticated back end may be used which would allow such a feature.") + # If there is a uniform distribution, that means two actions need to be taken: + #First, we will populate InputParametersPriorValuesUncertainties with the standard deviation of a uniform distribution. This is so that the MCMC steps can be taken of the right size. + #Second, that we will need to make a custom calculation when calculating the prior probability that effectively excludes this variable. So we'll create an array of indices to help us with that. + #We will do both in a loop. + UserInput.InputParametersPriorValuesUniformDistributionsKey = UserInput.InputParametersPriorValuesUncertainties *1.0 #Just initalizing + for parameterIndex, uncertaintyValue in enumerate(UserInput.InputParametersPriorValuesUncertainties ): + if uncertaintyValue == -1.0: + UserInput.InputParametersPriorValuesUniformDistributionsKey[parameterIndex] = 1.0 #This is setting the parameter as "True" for having a uniform distribution. + UserInput.InputParametersPriorValuesUniformDistributionsIndices.append(parameterIndex) + #In the case of a uniform distribution, the standard deviation and variance are given by sigma = (b−a)/ √12 : + #See for example https://www.quora.com/What-is-the-standard-deviation-of-a-uniform-distribution-How-is-this-formula-determined + std_prior_single_parameter = (UserInput.model['InputParameterPriorValues_upperBounds'][parameterIndex] - UserInput.model['InputParameterPriorValues_lowerBounds'][parameterIndex])/(12**0.5) + UserInput.InputParametersPriorValuesUncertainties[parameterIndex] = std_prior_single_parameter #Note that going forward the array InputParametersPriorValuesUncertainties cannot be checked to see if the parameter is from a uniform distribution. Instead, InputParametersPriorValuesUniformDistributionsKey must be checked. + print("line 45", parameterIndex, UserInput.InputParametersPriorValuesUncertainties) + if len(np.shape(UserInput.InputParametersPriorValuesUncertainties)) == 1 and (len(UserInput.InputParametersPriorValuesUncertainties) > 0): #If it's a 1D array/list that is filled, we'll diagonalize it. UserInput.std_prior = np.array(UserInput.InputParametersPriorValuesUncertainties, dtype='float32') #using 32 since not everyone has 64. UserInput.var_prior = np.power(UserInput.InputParametersPriorValuesUncertainties,2) @@ -403,7 +422,7 @@ def doGridSearch(self, searchType='getLogP', exportLog = True, gridSamplingAbsol #The below function is a helper function that is used during doeInfoGainMatrix. However, it can certainly be used for other purposes. def populateResponsesWithSyntheticData(self, parModulationCombination): - #For each paramaeter Modulation Combination we are going to obtain a matrix of info_gains that is based on a grid of the independent_variables. + #For each parameter Modulation Combination we are going to obtain a matrix of info_gains that is based on a grid of the independent_variables. #First we need to make some synthetic data using parModulationCombination for the discreteParameterVector discreteParameterVector = parModulationCombination simulationFunction = self.UserInput.simulationFunction #Do NOT use self.UserInput.model['simulateByInputParametersOnlyFunction'] because that won't work with reduced parameter space requests. @@ -699,7 +718,7 @@ def doOptimizeSSR(self, simulationFunctionAdditionalArgs = (), method = None, op self.opt_SSR = optimizeResult.fun #This is the best fit SSR. if printOptimum == True: print("Final results from doOptimizeSSR:", self.opt_parameter_set, "final SSR:", self.opt_SSR) - #FIXME: Right now, the createAllPlots command will not work unless we populate the map parmaeter set, so that is what we are doing. But a better longterm solution needs to be made. In which the graph says "opt" rather than "MAP" and uses the appropriate variables. + #FIXME: Right now, the createAllPlots command will not work unless we populate the map parameter set, so that is what we are doing. But a better longterm solution needs to be made. In which the graph says "opt" rather than "MAP" and uses the appropriate variables. #TODO: Also need to add things like WSSR based on magnitude and variance weightings. self.map_parameter_set = self.opt_parameter_set return [self.opt_parameter_set, self.opt_SSR] @@ -951,6 +970,9 @@ def getLogPrior(self,discreteParameterVector): if type(self.UserInput.model['custom_logPrior']) != type(None): logPrior = self.UserInput.model['custom_logPrior'](discreteParameterVector) return logPrior + boundsChecksPassed = self.doInputParameterBoundsChecks(discreteParameterVector) + if boundsChecksPassed == False: #If false, return a 'zero probability' type result. Else, continue getting log of prior.. + return float('-inf') #This approximates zero probability. if self.UserInput.parameter_estimation_settings['scaling_uncertainties_type'] == "off": discreteParameterVector_scaled = np.array(discreteParameterVector)*1.0 elif self.UserInput.parameter_estimation_settings['scaling_uncertainties_type'] != "off": @@ -959,7 +981,19 @@ def getLogPrior(self,discreteParameterVector): else: #TODO: If we're in the else statemnt, then the scaling uncertainties is a covariance matrix, for which we plan to do row and column scaling, which has not yet been implemented. #We could pobably just use the diagonal in the short term. print("WARNING: There is an error in your self.UserInput.scaling_uncertainties. Contact the developers with a bug report.") discreteParameterVector_scaled = np.array(discreteParameterVector)*1.0 - logPrior = multivariate_normal.logpdf(x=discreteParameterVector_scaled,mean=self.UserInput.mu_prior_scaled,cov=self.UserInput.covmat_prior_scaled) + + if hasattr(self.UserInput, 'InputParametersPriorValuesUniformDistributionsIndices') == False: #this is the normal case, no uniform distributionns. + logPrior = multivariate_normal.logpdf(x=discreteParameterVector_scaled,mean=self.UserInput.mu_prior_scaled,cov=self.UserInput.covmat_prior_scaled) + elif hasattr(self.UserInput, 'InputParametersPriorValuesUniformDistributionsIndices') == True: #This means that at least one variable has a uniform prior distribution. So we need to remove that parameter before doing the multivariate_normal.logpdf. + #Note that this if-statement is intentionally after the scaling uncertainties because that feature can be compatible with the uniform distribution. + discreteParameterVector_scaled_truncated = np.delete(discreteParameterVector_scaled, UserInput.InputParametersPriorValuesUniformDistributionsIndices) #delete does not change original array. + mu_prior_scaled_truncated = np.delete(self.UserInput.mu_prior_scaled, UserInput.InputParametersPriorValuesUniformDistributionsIndices) #delete does not change original array. + var_prior_scaled_truncated = np.delete(self.UserInput.var_prior_scaled, UserInput.InputParametersPriorValuesUniformDistributionsIndices) #delete does not change original array. + #Presently, we don't have full covmat support with uniform distributions. In principle, it would be better to use covmat_prior_scaled and delete the rows and columns since then we might have covmat support. + #For now, we just make the truncated covmat from the var_prior. We currently don't have full covmat support for the case of uniform distributions. + covmat_prior_scaled_truncated = np.diagflat(var_prior_scaled_truncated) + logPrior = multivariate_normal.logpdf(x=discreteParameterVector_scaled_truncated,mean=mu_prior_scaled_truncated,cov=covmat_prior_scaled_truncated) + #Note: Below code should be okay regardless of whether there are uniform distributions since it only adjusts logPrior by a scalar. if self.UserInput.parameter_estimation_settings['undo_scaling_uncertainties_type'] == True: try: scaling_factor = float(self.UserInput.parameter_estimation_settings['scaling_uncertainties_type']) @@ -1268,8 +1302,8 @@ def callback(self, discreteParameterVector, *extraArgs): if self.FirstCall == True: parameterNamesString = "" for parameterIndex in range(len(discreteParameterVector)): - parmeterName = f"Par-{parameterIndex+1}" - parameterNamesString += f"{parmeterName:10s}\t" + parameterName = f"Par-{parameterIndex+1}" + parameterNamesString += f"{parameterName:10s}\t" headerString = "Iter " + parameterNamesString + "ObjectiveF" print(headerString) self.FirstCall = False @@ -1277,8 +1311,8 @@ def callback(self, discreteParameterVector, *extraArgs): iterationNumberString = "{0:4d} ".format(self.iterationNumber) discreteParameterVector = self.lastTrialDiscreteParameterVector #We take the stored one rather than the one provided to make sure that we're getting the same one as the stored objective function. parameterValuesString = "" - for paramaterValue in discreteParameterVector: - parameterValuesString += f"{paramaterValue:10.5e}\t" + for parameterValue in discreteParameterVector: + parameterValuesString += f"{parameterValue:10.5e}\t" currentObjectiveFunctionValue = f"{self.lastTrialObjectiveFunction:10.5e}" iterationOutputString = iterationNumberString + parameterValuesString + currentObjectiveFunctionValue print(iterationOutputString) diff --git a/CheKiPEUQ/UserInput.py b/CheKiPEUQ/UserInput.py index 6ef38f0a..edbc0d72 100644 --- a/CheKiPEUQ/UserInput.py +++ b/CheKiPEUQ/UserInput.py @@ -16,6 +16,7 @@ model = {} model['InputParameterPriorValues'] = [] #Should be like: [41.5, 41.5, 13.0, 13.0, 0.1, 0.1] # Ea1_mean, Ea2_mean, log_A1_mean, log_A2_mean, gamma_1_mean, gamma_2_mean model['InputParametersPriorValuesUncertainties'] = []# Should be like: [200, 200, 13, 13, 0.1, 0.1] #If user wants to use a prior with covariance, then this must be a 2D array/ list. To assume no covariance, a 1D + #A value of -1 in the Uncertainties indicates the parameter in question is described a univorm distribution In this case, the InputParameterPriorValues_upperBounds and InputParameterPriorValues_lowerBounds must be defined for each parmeter (can be defined as None for the non-uniform parameters). model['parameterNamesAndMathTypeExpressionsDict'] = {} #This must be provided. It can be as simple as {"Param1":"1"} etc. but it must be a dictionary with strings as keys and as values. The next line is a comment with a more complicated example. #Example: model['parameterNamesAndMathTypeExpressionsDict'] = {'Ea_1':r'$E_{a1}$','Ea_2':r'$E_{a2}$','log_A1':r'$log(A_{1})$','log_A2':r'$log(A_{2})$','gamma1':r'$\gamma_{1}$','gamma2':r'$\gamma_{2}$'} model['populateIndependentVariablesFunction'] = None @@ -24,7 +25,7 @@ model['reducedParameterSpace'] = [] #This is to keep parameters as 'constants'. Any parameter index in this list will be allowed to change, the rest will be held as constants. model['responses_simulation_uncertainties'] = None #Can be none, a list/vector, or can be a function that returns the uncertainties after each simulation is done. The easiest way would be to have a function that extracts a list that gets updated in another namespace after each simulation. model['custom_logLikelihood'] = None #This should point to a function that takes the discrete parameter values as an argument and returns "logLikelihood, simulatedResponses". So the function returns a value for the logLikelihood (or proportional to it). The function must *also* return the simulated response output, though technically can just return the number 0 as the ssecond return. The function can be a simple as accessing a global dictionary. This feature is intended for cases where the likelihood cannot be described by a normal/gaussian distribution. -model['custom_logPrior'] = None #This feature has not been implemented yet, but is intended for cases where the prior distribution is not described by a normal distribution. The user will provide a function that takes in the parameters and returns a logPrior (or something proportional to a logPrior). +model['custom_logPrior'] = None #This feature has been implemented but not tested, it is intended for cases where the prior distribution is not described by a normal distribution. The user will provide a function that takes in the parameters and returns a logPrior (or something proportional to a logPrior). If MCMC will be performed, the user will still need to fill out InputParametersPriorValuesUncertainties with std deviations or a covariance matrix since that is used to decide the mcmc steps. model['InputParameterPriorValues_upperBounds'] = [] #This should be a list/array of the same shape as InputParameterPriorValues. Use a value of "None" for any parameter that should not be bounded in this direction. The code then truncates any distribution to have a probability of ~0 when any of the parameters go outside of their bounds. ##As of May 4th 2020, this only has been checked for scaling_uncertainties_type = 'off' model['InputParameterPriorValues_lowerBounds'] = []#This should be a list/array of the same shape as InputParameterPriorValues. Use a value of "None" for any parameter that should not be bounded in this direction. The code then truncates any distribution to have a probability of ~0 when any of the parameters go outside of their bounds. ##As of May 4th 2020, this only has been checked for scaling_uncertainties_type = 'off' diff --git a/Examples/Example07/mcmc_log_file.txt b/Examples/Example07/mcmc_log_file.txt index 6ac72223..2b6fa981 100644 --- a/Examples/Example07/mcmc_log_file.txt +++ b/Examples/Example07/mcmc_log_file.txt @@ -3,7 +3,7 @@ self.map_index:1196 self.map_parameter_set:[1.4727147 3.95779236] self.mu_AP_parameter_set:[1.46310408 3.94220832] self.stdap_parameter_set:[0.66791756 0.70516203] -self.info_gain:19.176120481200073 +self.info_gain:14.030743614130037 evidence:1.9764225761475367e-05 posterior_cov_matrix: [[0.44634878 0.02351822] diff --git a/Examples/Example24/mcmc_log_file.txt b/Examples/Example24/mcmc_log_file.txt index dfdb7a75..f035564a 100644 --- a/Examples/Example24/mcmc_log_file.txt +++ b/Examples/Example24/mcmc_log_file.txt @@ -3,7 +3,7 @@ self.map_index:1175 self.map_parameter_set:[1.15763372e+01 1.31694180e+05] self.mu_AP_parameter_set:[1.16042481e+01 1.31646291e+05] self.stdap_parameter_set:[9.11484052e-01 1.00766352e+04] -self.info_gain:1.7157813446368657 +self.info_gain:1.4825573634364662 evidence:3.0665615155128266e-15 posterior_cov_matrix: [[8.30895499e-01 7.44773417e+03] From e9d1d5d439f83011524d2e1b06621b44c7a5e990 Mon Sep 17 00:00:00 2001 From: AdityaSavara <39929571+AdityaSavara@users.noreply.github.com> Date: Sat, 1 Aug 2020 18:22:05 -0400 Subject: [PATCH 2/2] Uniform Distribution Example Added & Lower Bounds Bug Fixed --- CheKiPEUQ/InverseProblem.py | 38 +- Examples/Example07/PosteriorContourPlots.png | Bin 132022 -> 132022 bytes Examples/Example07/calculated_resultObj1.p | Bin 226 -> 226 bytes Examples/Example07/calculated_resultStr1.txt | 2 +- .../mcmc_logP_and_parameter_samples.csv | 3800 +++---- Examples/Example07/mcmc_log_file.txt | 16 +- .../Example07/scatter_matrix_posterior.png | Bin 267584 -> 267596 bytes ...Info_gain_Meshgrid_modulation_0_manual.png | Bin 19342 -> 19339 bytes .../calculated_resultObj1.p | Bin 762 -> 762 bytes .../calculated_resultObj2.p | Bin 762 -> 762 bytes .../calculated_resultStr1.txt | 24 +- .../calculated_resultStr2.txt | 24 +- Examples/Example24/mcmc_log_file.txt | 2 +- Examples/Example25/0-ConsolidatedPlots.docx | Bin 0 -> 389907 bytes Examples/Example25/Histogram_sampling_Ea.png | Bin 0 -> 33853 bytes .../Example25/Histogram_sampling_logA.png | Bin 0 -> 34643 bytes .../Example25/PosteriorContourPlotState2.png | Bin 0 -> 137984 bytes Examples/Example25/PosteriorContourPlots.png | Bin 0 -> 131032 bytes Examples/Example25/RedheadApproximation.py | 59 + .../mcmc_logP_and_parameter_samples.csv | 9000 +++++++++++++++++ Examples/Example25/mcmc_log_file.txt | 11 + ...xample25_Example14_State2_Original_mcmc.py | 47 + ...le25_Example14_State2_Uniform_Par1_mcmc.py | 51 + .../Example25/scatter_matrix_posterior.png | Bin 0 -> 261178 bytes .../simulationFunctionExample14Tp.py | 12 + .../ExamplesAndTutorialAndGettingStarted.rtf | 141 +- 26 files changed, 11219 insertions(+), 2008 deletions(-) create mode 100644 Examples/Example25/0-ConsolidatedPlots.docx create mode 100644 Examples/Example25/Histogram_sampling_Ea.png create mode 100644 Examples/Example25/Histogram_sampling_logA.png create mode 100644 Examples/Example25/PosteriorContourPlotState2.png create mode 100644 Examples/Example25/PosteriorContourPlots.png create mode 100644 Examples/Example25/RedheadApproximation.py create mode 100644 Examples/Example25/mcmc_logP_and_parameter_samples.csv create mode 100644 Examples/Example25/mcmc_log_file.txt create mode 100644 Examples/Example25/runfile_Example25_Example14_State2_Original_mcmc.py create mode 100644 Examples/Example25/runfile_Example25_Example14_State2_Uniform_Par1_mcmc.py create mode 100644 Examples/Example25/scatter_matrix_posterior.png create mode 100644 Examples/Example25/simulationFunctionExample14Tp.py diff --git a/CheKiPEUQ/InverseProblem.py b/CheKiPEUQ/InverseProblem.py index 5758876a..d76dc350 100644 --- a/CheKiPEUQ/InverseProblem.py +++ b/CheKiPEUQ/InverseProblem.py @@ -25,10 +25,14 @@ def __init__(self, UserInput = None): UserInput.parameterNamesAndMathTypeExpressionsDict = UserInput.model['parameterNamesAndMathTypeExpressionsDict'] if self.UserInput.parameter_estimation_settings['verbose']: print("Paremeter Estimation Object Initialized") - #Leaving the original dictionary object intact, but making a new object to make covmat_prior. - UserInput.InputParametersPriorValuesUncertainties = np.array(UserInput.model['InputParametersPriorValuesUncertainties'],dtype='float32') - UserInput.InputParametersPriorValuesUniformDistributionsIndices = [] #intializing. - if -1.0 in InputParametersPriorValuesUncertainties: #This means that at least one of the uncertainties has been set to "-1" which means a uniform distribution. + + #Setting this object so that we can make changes to it below without changing userinput dictionaries. + self.UserInput.mu_prior = np.array(UserInput.model['InputParameterPriorValues']) + + #Below code is mainly for allowing uniform distributions in priors. + UserInput.InputParametersPriorValuesUncertainties = np.array(UserInput.model['InputParametersPriorValuesUncertainties'],dtype='float32') #Doing this so that the -1.0 check below should work. + if -1.0 in UserInput.InputParametersPriorValuesUncertainties: #This means that at least one of the uncertainties has been set to "-1" which means a uniform distribution. + UserInput.InputParametersPriorValuesUniformDistributionsIndices = [] #intializing. if len(np.shape(UserInput.InputParametersPriorValuesUncertainties)) != 1: print("A value of '-1' in the uncertainties signifies a uniform distribution for CheKiPEUQ. As of July 1st 2020, the uniform distribution feature is only compatible with a 1D of array for uncertainties and not compatible with providing a full covariance matrix. If you need such a feature, contact the developers because it could be implemented. Eventually, a more sophisiticated back end may be used which would allow such a feature.") # If there is a uniform distribution, that means two actions need to be taken: @@ -36,7 +40,7 @@ def __init__(self, UserInput = None): #Second, that we will need to make a custom calculation when calculating the prior probability that effectively excludes this variable. So we'll create an array of indices to help us with that. #We will do both in a loop. UserInput.InputParametersPriorValuesUniformDistributionsKey = UserInput.InputParametersPriorValuesUncertainties *1.0 #Just initalizing - for parameterIndex, uncertaintyValue in enumerate(UserInput.InputParametersPriorValuesUncertainties ): + for parameterIndex, uncertaintyValue in enumerate(UserInput.InputParametersPriorValuesUncertainties): if uncertaintyValue == -1.0: UserInput.InputParametersPriorValuesUniformDistributionsKey[parameterIndex] = 1.0 #This is setting the parameter as "True" for having a uniform distribution. UserInput.InputParametersPriorValuesUniformDistributionsIndices.append(parameterIndex) @@ -44,8 +48,10 @@ def __init__(self, UserInput = None): #See for example https://www.quora.com/What-is-the-standard-deviation-of-a-uniform-distribution-How-is-this-formula-determined std_prior_single_parameter = (UserInput.model['InputParameterPriorValues_upperBounds'][parameterIndex] - UserInput.model['InputParameterPriorValues_lowerBounds'][parameterIndex])/(12**0.5) UserInput.InputParametersPriorValuesUncertainties[parameterIndex] = std_prior_single_parameter #Note that going forward the array InputParametersPriorValuesUncertainties cannot be checked to see if the parameter is from a uniform distribution. Instead, InputParametersPriorValuesUniformDistributionsKey must be checked. - print("line 45", parameterIndex, UserInput.InputParametersPriorValuesUncertainties) - + #We will also fill the model['InputParameterPriorValues'] to have the mean of the two bounds. This can matter for some of the scaling that occurs later. + self.UserInput.mu_prior[parameterIndex] = (UserInput.model['InputParameterPriorValues_upperBounds'][parameterIndex] + UserInput.model['InputParameterPriorValues_lowerBounds'][parameterIndex])/2 + + #Now to make covmat. Leaving the original dictionary object intact, but making a new object to make covmat_prior. if len(np.shape(UserInput.InputParametersPriorValuesUncertainties)) == 1 and (len(UserInput.InputParametersPriorValuesUncertainties) > 0): #If it's a 1D array/list that is filled, we'll diagonalize it. UserInput.std_prior = np.array(UserInput.InputParametersPriorValuesUncertainties, dtype='float32') #using 32 since not everyone has 64. UserInput.var_prior = np.power(UserInput.InputParametersPriorValuesUncertainties,2) @@ -63,7 +69,7 @@ def __init__(self, UserInput = None): # [0., 0., 0., 0., 0.1, 0.], # [0., 0., 0., 0., 0., 0.1]]) - self.UserInput.mu_prior = np.array(UserInput.model['InputParameterPriorValues']) + #Making things at least 2d. Also changing it to a purely internal variable because that way we don't edit the user input dictionary going forward. self.samples_of_prior = np.random.multivariate_normal(self.UserInput.mu_prior,UserInput.covmat_prior,UserInput.parameter_estimation_settings['mcmc_length']) UserInput.responses_abscissa = np.atleast_2d(UserInput.responses['responses_abscissa']) @@ -986,9 +992,9 @@ def getLogPrior(self,discreteParameterVector): logPrior = multivariate_normal.logpdf(x=discreteParameterVector_scaled,mean=self.UserInput.mu_prior_scaled,cov=self.UserInput.covmat_prior_scaled) elif hasattr(self.UserInput, 'InputParametersPriorValuesUniformDistributionsIndices') == True: #This means that at least one variable has a uniform prior distribution. So we need to remove that parameter before doing the multivariate_normal.logpdf. #Note that this if-statement is intentionally after the scaling uncertainties because that feature can be compatible with the uniform distribution. - discreteParameterVector_scaled_truncated = np.delete(discreteParameterVector_scaled, UserInput.InputParametersPriorValuesUniformDistributionsIndices) #delete does not change original array. - mu_prior_scaled_truncated = np.delete(self.UserInput.mu_prior_scaled, UserInput.InputParametersPriorValuesUniformDistributionsIndices) #delete does not change original array. - var_prior_scaled_truncated = np.delete(self.UserInput.var_prior_scaled, UserInput.InputParametersPriorValuesUniformDistributionsIndices) #delete does not change original array. + discreteParameterVector_scaled_truncated = np.delete(discreteParameterVector_scaled, self.UserInput.InputParametersPriorValuesUniformDistributionsIndices) #delete does not change original array. + mu_prior_scaled_truncated = np.delete(self.UserInput.mu_prior_scaled, self.UserInput.InputParametersPriorValuesUniformDistributionsIndices) #delete does not change original array. + var_prior_scaled_truncated = np.delete(self.UserInput.var_prior_scaled, self.UserInput.InputParametersPriorValuesUniformDistributionsIndices) #delete does not change original array. #Presently, we don't have full covmat support with uniform distributions. In principle, it would be better to use covmat_prior_scaled and delete the rows and columns since then we might have covmat support. #For now, we just make the truncated covmat from the var_prior. We currently don't have full covmat support for the case of uniform distributions. covmat_prior_scaled_truncated = np.diagflat(var_prior_scaled_truncated) @@ -1008,12 +1014,11 @@ def doInputParameterBoundsChecks(self, discreteParameterVector): #Bounds are con upperCheck = boundsCheck(discreteParameterVector, self.UserInput.model['InputParameterPriorValues_upperBounds'], 'upper') if upperCheck == False: return False - elif len(self.UserInput.model['InputParameterPriorValues_lowerBounds']) > 0: + if len(self.UserInput.model['InputParameterPriorValues_lowerBounds']) > 0: lowerCheck = boundsCheck(discreteParameterVector, self.UserInput.model['InputParameterPriorValues_lowerBounds'], 'lower') if lowerCheck == False: return False - else: - return True + return True #If the test has gotten here without failing any of the tests, we return true. #This helper function must be used because it allows for the output processing function etc. It has been separated from getLogLikelihood so that it can be used by doOptimizeSSR etc. def getSimulatedResponses(self, discreteParameterVector): @@ -1440,13 +1445,14 @@ def boundsCheck(parameters, parametersBounds, boundsType): if False in upperCheck: #If any of them failed, we return False. return False else: - return True + pass #else we do the lower bounds check next. if boundsType.lower() == 'lower': lowerCheck = parametersTruncated > parametersBoundsTruncated #Check if all are smaller. if False in lowerCheck: #If any of them failed, we return False. return False else: - return True + pass + return True #If we have gotten down to here without returning False, both checks have passed and we return true. if __name__ == "__main__": pass diff --git a/Examples/Example07/PosteriorContourPlots.png b/Examples/Example07/PosteriorContourPlots.png index 2d3948c932fb72ec50760cb6413e73e7fde1e79c..bdbe1ffe78c32db84f7a8f19f74139f113b246fb 100644 GIT binary patch literal 132022 zcmd?RWl&sQ*ER^jJ;9yeZUKTrLV`2|cZU!pXyfh{2<`+665QRT2@nElBuMb?;NG~y 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b/Examples/Example07/calculated_resultStr1.txt index 67b75de6..43b57181 100644 --- a/Examples/Example07/calculated_resultStr1.txt +++ b/Examples/Example07/calculated_resultStr1.txt @@ -1 +1 @@ -(array([1.4727147 , 3.95779236]), array([1.46310408, 3.94220832])) \ No newline at end of file +(array([1.4727146 , 3.95779291]), array([1.46310406, 3.94220875])) \ No newline at end of file diff --git a/Examples/Example07/mcmc_logP_and_parameter_samples.csv b/Examples/Example07/mcmc_logP_and_parameter_samples.csv index 24d33fee..08e7622f 100644 --- a/Examples/Example07/mcmc_logP_and_parameter_samples.csv +++ b/Examples/Example07/mcmc_logP_and_parameter_samples.csv @@ -1,1900 +1,1900 @@ --5.101760526302005161e+00,1.096335780118451897e+00,4.114287318066073951e+00 --5.219857483216056693e+00,1.910118735394834788e+00,3.645167682876111037e+00 --5.276582808728365492e+00,2.068195105049422278e+00,4.167281195917388104e+00 --5.276582808728365492e+00,2.068195105049422278e+00,4.167281195917388104e+00 --5.044609217875289708e+00,1.161523688342016136e+00,4.065489476276773040e+00 --5.044609217875289708e+00,1.161523688342016136e+00,4.065489476276773040e+00 --5.044609217875289708e+00,1.161523688342016136e+00,4.065489476276773040e+00 --5.044609217875289708e+00,1.161523688342016136e+00,4.065489476276773040e+00 --5.044609217875289708e+00,1.161523688342016136e+00,4.065489476276773040e+00 --5.044609217875289708e+00,1.161523688342016136e+00,4.065489476276773040e+00 --5.044609217875289708e+00,1.161523688342016136e+00,4.065489476276773040e+00 --5.044609217875289708e+00,1.161523688342016136e+00,4.065489476276773040e+00 --5.044609217875289708e+00,1.161523688342016136e+00,4.065489476276773040e+00 --5.044609217875289708e+00,1.161523688342016136e+00,4.065489476276773040e+00 --5.280732333117598820e+00,9.043795294155169140e-01,4.014644293073648562e+00 --5.280732333117598820e+00,9.043795294155169140e-01,4.014644293073648562e+00 --5.280732333117598820e+00,9.043795294155169140e-01,4.014644293073648562e+00 --5.280732333117598820e+00,9.043795294155169140e-01,4.014644293073648562e+00 --5.280732333117598820e+00,9.043795294155169140e-01,4.014644293073648562e+00 --5.280732333117598820e+00,9.043795294155169140e-01,4.014644293073648562e+00 --5.537452909116304056e+00,7.490925060205873010e-01,3.781283947129681966e+00 --5.623416528581104856e+00,1.027828931492410058e+00,4.688997008576100356e+00 --5.623416528581104856e+00,1.027828931492410058e+00,4.688997008576100356e+00 --5.243991250126679660e+00,1.544152237313304976e+00,4.562394609903241083e+00 --5.243991250126679660e+00,1.544152237313304976e+00,4.562394609903241083e+00 --5.243991250126679660e+00,1.544152237313304976e+00,4.562394609903241083e+00 --5.243991250126679660e+00,1.544152237313304976e+00,4.562394609903241083e+00 --5.243991250126679660e+00,1.544152237313304976e+00,4.562394609903241083e+00 --5.243991250126679660e+00,1.544152237313304976e+00,4.562394609903241083e+00 --6.077159174583766088e+00,2.510947024512242720e+00,3.640290178901217644e+00 --5.957578079255761772e+00,6.476370382989475871e-01,3.447459206974470280e+00 --5.957578079255761772e+00,6.476370382989475871e-01,3.447459206974470280e+00 --5.957578079255761772e+00,6.476370382989475871e-01,3.447459206974470280e+00 --5.438769936545959638e+00,1.434184780618490418e+00,4.713220976013067443e+00 --5.438769936545959638e+00,1.434184780618490418e+00,4.713220976013067443e+00 --5.531502207813351113e+00,1.075838074388214105e+00,3.347439860353115026e+00 --5.531502207813351113e+00,1.075838074388214105e+00,3.347439860353115026e+00 --5.531502207813351113e+00,1.075838074388214105e+00,3.347439860353115026e+00 --5.258567861551306954e+00,2.023590278913956375e+00,3.757787389759695618e+00 --5.838436477637472422e+00,5.689671283045212302e-01,4.214149799535865881e+00 --6.228871169900175531e+00,5.161846866823976976e-01,3.421014277927968195e+00 --6.063867468455863552e+00,4.657111136470913904e-01,3.738542861631139580e+00 --6.063867468455863552e+00,4.657111136470913904e-01,3.738542861631139580e+00 --6.063867468455863552e+00,4.657111136470913904e-01,3.738542861631139580e+00 --7.372693742764405478e+00,2.291429594490439925e+00,2.650711740616404466e+00 --7.372693742764405478e+00,2.291429594490439925e+00,2.650711740616404466e+00 --7.372693742764405478e+00,2.291429594490439925e+00,2.650711740616404466e+00 --6.378500401245660534e+00,1.926407834351419934e+00,2.872647957720968925e+00 --6.661379246340274562e+00,2.356361588921831007e+00,2.998865672079485289e+00 --6.661379246340274562e+00,2.356361588921831007e+00,2.998865672079485289e+00 --7.238444193426675000e+00,1.222871912048606680e+00,2.504710702413613710e+00 --5.574107835659960486e+00,8.408671667660325699e-01,3.537509339559994803e+00 --5.640116698851771915e+00,8.170513463231909856e-01,3.502060543364842626e+00 --5.742729883522845746e+00,6.590544110738530970e-01,3.668659891999458189e+00 --5.742729883522845746e+00,6.590544110738530970e-01,3.668659891999458189e+00 --5.742729883522845746e+00,6.590544110738530970e-01,3.668659891999458189e+00 --5.742729883522845746e+00,6.590544110738530970e-01,3.668659891999458189e+00 --5.742729883522845746e+00,6.590544110738530970e-01,3.668659891999458189e+00 --5.742729883522845746e+00,6.590544110738530970e-01,3.668659891999458189e+00 --5.742729883522845746e+00,6.590544110738530970e-01,3.668659891999458189e+00 --6.600780032636325068e+00,9.548967367029830289e-01,2.826165117164864071e+00 --6.600780032636325068e+00,9.548967367029830289e-01,2.826165117164864071e+00 --6.600780032636325068e+00,9.548967367029830289e-01,2.826165117164864071e+00 --6.600780032636325068e+00,9.548967367029830289e-01,2.826165117164864071e+00 --6.600780032636325068e+00,9.548967367029830289e-01,2.826165117164864071e+00 --6.600734157407661229e+00,1.393557450810573251e+00,2.710174427175896295e+00 --6.600734157407661229e+00,1.393557450810573251e+00,2.710174427175896295e+00 --6.600734157407661229e+00,1.393557450810573251e+00,2.710174427175896295e+00 --6.434481140209417305e+00,1.314237849798708391e+00,2.785825617572450952e+00 --6.434481140209417305e+00,1.314237849798708391e+00,2.785825617572450952e+00 --6.434481140209417305e+00,1.314237849798708391e+00,2.785825617572450952e+00 --5.346597609925501260e+00,1.146600809347583905e+00,3.455984844739571571e+00 --5.346597609925501260e+00,1.146600809347583905e+00,3.455984844739571571e+00 --5.346597609925501260e+00,1.146600809347583905e+00,3.455984844739571571e+00 --5.346597609925501260e+00,1.146600809347583905e+00,3.455984844739571571e+00 --5.346597609925501260e+00,1.146600809347583905e+00,3.455984844739571571e+00 --5.346597609925501260e+00,1.146600809347583905e+00,3.455984844739571571e+00 --5.346597609925501260e+00,1.146600809347583905e+00,3.455984844739571571e+00 --4.961530092927938895e+00,1.451833717948643576e+00,3.817090269852591256e+00 --4.961530092927938895e+00,1.451833717948643576e+00,3.817090269852591256e+00 --5.810898626206563833e+00,2.412115733009837726e+00,3.769371764556463944e+00 --6.497236603796896937e+00,1.867962136690207275e+00,5.198368197567251769e+00 --6.497236603796896937e+00,1.867962136690207275e+00,5.198368197567251769e+00 --6.497236603796896937e+00,1.867962136690207275e+00,5.198368197567251769e+00 --6.497236603796896937e+00,1.867962136690207275e+00,5.198368197567251769e+00 --6.565430910517920715e+00,9.498618915954191166e-01,5.156297902523506060e+00 --6.565430910517920715e+00,9.498618915954191166e-01,5.156297902523506060e+00 --5.532178201026402675e+00,1.531034075274903650e+00,4.778113715583746313e+00 --5.562490202421307650e+00,1.692313882865033037e+00,3.225563792130047958e+00 --5.562490202421307650e+00,1.692313882865033037e+00,3.225563792130047958e+00 --6.609502408288228104e+00,2.759434287400889474e+00,4.312367653876887807e+00 --6.609502408288228104e+00,2.759434287400889474e+00,4.312367653876887807e+00 --5.834868684634943570e+00,2.041788488827290138e+00,4.784588927522237078e+00 --5.834868684634943570e+00,2.041788488827290138e+00,4.784588927522237078e+00 --5.834868684634943570e+00,2.041788488827290138e+00,4.784588927522237078e+00 --5.834868684634943570e+00,2.041788488827290138e+00,4.784588927522237078e+00 --5.138194167895347775e+00,1.217873155221792292e+00,4.364478364971296820e+00 --5.138194167895347775e+00,1.217873155221792292e+00,4.364478364971296820e+00 --5.138194167895347775e+00,1.217873155221792292e+00,4.364478364971296820e+00 --5.138194167895347775e+00,1.217873155221792292e+00,4.364478364971296820e+00 --4.975796021299624172e+00,1.432965319736011045e+00,4.213420336713346259e+00 --4.975796021299624172e+00,1.432965319736011045e+00,4.213420336713346259e+00 --4.975796021299624172e+00,1.432965319736011045e+00,4.213420336713346259e+00 --4.975796021299624172e+00,1.432965319736011045e+00,4.213420336713346259e+00 --4.975796021299624172e+00,1.432965319736011045e+00,4.213420336713346259e+00 --5.569081240506285724e+00,7.353797117467797406e-01,3.757754417007951986e+00 --5.069417334512859696e+00,1.837168775036280843e+00,3.826851454425101107e+00 --5.056256358067328094e+00,1.141795511185873746e+00,4.046816337341232916e+00 --5.056256358067328094e+00,1.141795511185873746e+00,4.046816337341232916e+00 --5.146905750732909901e+00,1.396951789047992110e+00,4.458838407430993023e+00 --5.140761968819242966e+00,1.436636173342211498e+00,4.459339592754460568e+00 --5.140761968819242966e+00,1.436636173342211498e+00,4.459339592754460568e+00 --5.140761968819242966e+00,1.436636173342211498e+00,4.459339592754460568e+00 --5.140761968819242966e+00,1.436636173342211498e+00,4.459339592754460568e+00 --5.140761968819242966e+00,1.436636173342211498e+00,4.459339592754460568e+00 --5.200589209595541718e+00,1.473091820856130774e+00,3.476443864832038155e+00 --6.132157476471014945e+00,2.193990296545726082e+00,4.851340596913303216e+00 --8.841922744237065146e+00,2.245930400755016265e+00,5.832963842700623402e+00 --1.083684152154136981e+01,2.328114922159168820e+00,6.285894368604987292e+00 --1.026300960021718645e+01,1.997608559678125673e+00,6.256023312985385942e+00 --6.625478596814652121e+00,2.480700410401730949e+00,4.859040842471321398e+00 --6.625478596814652121e+00,2.480700410401730949e+00,4.859040842471321398e+00 --6.625478596814652121e+00,2.480700410401730949e+00,4.859040842471321398e+00 --5.868332085677577581e+00,2.383561803345821239e+00,3.597636367787585332e+00 --6.900072776464527990e+00,9.355201270926969404e-01,2.713267270670248532e+00 --6.900072776464527990e+00,9.355201270926969404e-01,2.713267270670248532e+00 --6.900072776464527990e+00,9.355201270926969404e-01,2.713267270670248532e+00 --7.796676688574200931e+00,9.252609550995993803e-01,2.406074786565415291e+00 --7.796676688574200931e+00,9.252609550995993803e-01,2.406074786565415291e+00 --7.719167014722883025e+00,2.786710003616057030e+00,2.933327487698984992e+00 --8.206699710732699771e+00,2.791382842299579004e+00,2.729852003690802498e+00 --7.706517506718322252e+00,2.722899878345771629e+00,2.866298424874725637e+00 --7.706517506718322252e+00,2.722899878345771629e+00,2.866298424874725637e+00 --6.926648504946019358e+00,2.332049891443830347e-01,3.370615560568386737e+00 --6.926648504946019358e+00,2.332049891443830347e-01,3.370615560568386737e+00 --6.926648504946019358e+00,2.332049891443830347e-01,3.370615560568386737e+00 --6.336443101578034032e+00,3.333626635406126693e-01,3.777185516767223028e+00 --6.336443101578034032e+00,3.333626635406126693e-01,3.777185516767223028e+00 --8.322497816205617127e+00,4.497786257025998546e-01,5.514522614012681956e+00 --8.322497816205617127e+00,4.497786257025998546e-01,5.514522614012681956e+00 --6.652488909366097047e+00,2.631077075366479168e-01,4.443657788607570325e+00 --6.652488909366097047e+00,2.631077075366479168e-01,4.443657788607570325e+00 --6.030682801436670459e+00,5.873048929138183771e-01,3.478544047767289094e+00 --6.030682801436670459e+00,5.873048929138183771e-01,3.478544047767289094e+00 --7.104356509531313257e+00,1.361035831229489235e+00,2.530547266323090128e+00 --6.287630945275736849e+00,3.369088101141426428e-01,3.904628639168006288e+00 --6.287630945275736849e+00,3.369088101141426428e-01,3.904628639168006288e+00 --6.287630945275736849e+00,3.369088101141426428e-01,3.904628639168006288e+00 --6.287630945275736849e+00,3.369088101141426428e-01,3.904628639168006288e+00 --6.287630945275736849e+00,3.369088101141426428e-01,3.904628639168006288e+00 --5.142013668664727533e+00,1.314968837328394979e+00,4.426641541210453390e+00 --4.975633981345771062e+00,1.362137565679758078e+00,4.175709412754060601e+00 --5.518940956504128081e+00,1.126108028127405625e+00,4.673343609945665555e+00 --5.457880728804864745e+00,1.364552908892713079e+00,4.716784961823801581e+00 --4.991884583399748720e+00,1.735938864616186406e+00,4.102290286658521801e+00 --4.991884583399748720e+00,1.735938864616186406e+00,4.102290286658521801e+00 --4.991884583399748720e+00,1.735938864616186406e+00,4.102290286658521801e+00 --5.277513340235508110e+00,1.469565517794040099e+00,4.592311530961260324e+00 --5.277513340235508110e+00,1.469565517794040099e+00,4.592311530961260324e+00 --5.277513340235508110e+00,1.469565517794040099e+00,4.592311530961260324e+00 --5.277513340235508110e+00,1.469565517794040099e+00,4.592311530961260324e+00 --6.305745181163437962e+00,1.948988894492097668e+00,5.085541349266581967e+00 --6.848328042905876600e+00,6.496341703206858220e-01,5.095194898545915230e+00 --6.495985082965333390e+00,9.844473242594417028e-01,5.142119253267098067e+00 --6.111419683887158172e+00,6.803321233664172407e-01,3.283194501218453354e+00 --6.111419683887158172e+00,6.803321233664172407e-01,3.283194501218453354e+00 --6.111419683887158172e+00,6.803321233664172407e-01,3.283194501218453354e+00 --6.561963180702152343e+00,5.886238778968739815e-01,3.102446318071320430e+00 --7.055929547025844073e+00,1.005058524058187741e+00,2.626971103873012581e+00 --6.778419650598676682e+00,1.477268527642369378e+00,2.639063264532682140e+00 --6.778419650598676682e+00,1.477268527642369378e+00,2.639063264532682140e+00 --6.778419650598676682e+00,1.477268527642369378e+00,2.639063264532682140e+00 --5.989654885855706823e+00,1.272114696557113955e+00,2.994033280117200047e+00 --5.862033752361888617e+00,1.796050009751769094e+00,3.078786663541405844e+00 --5.862033752361888617e+00,1.796050009751769094e+00,3.078786663541405844e+00 --5.862033752361888617e+00,1.796050009751769094e+00,3.078786663541405844e+00 --5.862033752361888617e+00,1.796050009751769094e+00,3.078786663541405844e+00 --5.862033752361888617e+00,1.796050009751769094e+00,3.078786663541405844e+00 --5.986797707384930334e+00,1.507638281157441362e+00,2.969958626448820471e+00 --6.169890702538881833e+00,1.263975886505481760e+00,2.909849006986042319e+00 --6.169890702538881833e+00,1.263975886505481760e+00,2.909849006986042319e+00 --5.155753922821907587e+00,1.434153281556132420e+00,3.524958949486056703e+00 --5.907563669395903716e+00,2.284524895089386831e+00,4.605252199964774640e+00 --5.907563669395903716e+00,2.284524895089386831e+00,4.605252199964774640e+00 --5.907563669395903716e+00,2.284524895089386831e+00,4.605252199964774640e+00 --5.907563669395903716e+00,2.284524895089386831e+00,4.605252199964774640e+00 --5.907563669395903716e+00,2.284524895089386831e+00,4.605252199964774640e+00 --6.381306249109769624e+00,5.837144682787656080e-01,4.784839436222093845e+00 --6.374478687420534584e+00,2.123216973312528122e+00,5.029720913052179831e+00 --7.279428174302747578e+00,1.529621308772821875e+00,5.533882857179987624e+00 --7.279428174302747578e+00,1.529621308772821875e+00,5.533882857179987624e+00 --7.279428174302747578e+00,1.529621308772821875e+00,5.533882857179987624e+00 --7.034157753170897642e+00,2.471568877135903453e+00,5.079100337009069044e+00 --7.034157753170897642e+00,2.471568877135903453e+00,5.079100337009069044e+00 --7.034157753170897642e+00,2.471568877135903453e+00,5.079100337009069044e+00 --6.967067102588473837e+00,2.218325838491459923e+00,5.235038849399209937e+00 --7.261753504588652319e+00,2.979367984573514594e+00,4.384017887589704898e+00 --7.261753504588652319e+00,2.979367984573514594e+00,4.384017887589704898e+00 --5.470349415586063913e+00,2.232038344190941270e+00,4.093354943101896737e+00 --5.470349415586063913e+00,2.232038344190941270e+00,4.093354943101896737e+00 --5.470349415586063913e+00,2.232038344190941270e+00,4.093354943101896737e+00 --5.470349415586063913e+00,2.232038344190941270e+00,4.093354943101896737e+00 --5.470349415586063913e+00,2.232038344190941270e+00,4.093354943101896737e+00 --5.060684901553347714e+00,1.206237915671682259e+00,4.220532552122671532e+00 --5.455186093069288589e+00,8.535311836809171826e-01,3.666068824789296965e+00 --5.455186093069288589e+00,8.535311836809171826e-01,3.666068824789296965e+00 --5.455186093069288589e+00,8.535311836809171826e-01,3.666068824789296965e+00 --5.398953395374890718e+00,8.592402326883228358e-01,3.749747760947307551e+00 --5.398953395374890718e+00,8.592402326883228358e-01,3.749747760947307551e+00 --5.398953395374890718e+00,8.592402326883228358e-01,3.749747760947307551e+00 --5.398953395374890718e+00,8.592402326883228358e-01,3.749747760947307551e+00 --5.398953395374890718e+00,8.592402326883228358e-01,3.749747760947307551e+00 --5.398953395374890718e+00,8.592402326883228358e-01,3.749747760947307551e+00 --5.236754490344280200e+00,1.971062005628272606e+00,3.701502186977762232e+00 --5.236754490344280200e+00,1.971062005628272606e+00,3.701502186977762232e+00 --5.236754490344280200e+00,1.971062005628272606e+00,3.701502186977762232e+00 --6.322725255041676817e+00,7.465102055537151671e-01,4.910617511301139437e+00 --6.322725255041676817e+00,7.465102055537151671e-01,4.910617511301139437e+00 --7.705888464941004656e+00,2.146571097786546645e+00,2.463093969160959240e+00 --6.988884868534425365e+00,2.263944498564072205e+00,2.783644978293992267e+00 --5.019241619013726563e+00,1.793653441146253469e+00,3.914822874561299848e+00 --5.019241619013726563e+00,1.793653441146253469e+00,3.914822874561299848e+00 --5.019241619013726563e+00,1.793653441146253469e+00,3.914822874561299848e+00 --5.019241619013726563e+00,1.793653441146253469e+00,3.914822874561299848e+00 --5.392742686223102488e+00,2.181949839022790272e+00,3.956034440055855583e+00 --5.392742686223102488e+00,2.181949839022790272e+00,3.956034440055855583e+00 --5.392742686223102488e+00,2.181949839022790272e+00,3.956034440055855583e+00 --5.392742686223102488e+00,2.181949839022790272e+00,3.956034440055855583e+00 --5.392742686223102488e+00,2.181949839022790272e+00,3.956034440055855583e+00 --5.392742686223102488e+00,2.181949839022790272e+00,3.956034440055855583e+00 --5.392742686223102488e+00,2.181949839022790272e+00,3.956034440055855583e+00 --6.467136653548466896e+00,2.117964681179140829e+00,2.923198173504084618e+00 --6.467136653548466896e+00,2.117964681179140829e+00,2.923198173504084618e+00 --6.467136653548466896e+00,2.117964681179140829e+00,2.923198173504084618e+00 --6.467136653548466896e+00,2.117964681179140829e+00,2.923198173504084618e+00 --6.114344377477026526e+00,1.933012440617137173e+00,2.999454913095303432e+00 --6.349343264567432144e+00,1.420537507608592875e+00,2.809506470386467392e+00 --6.349343264567432144e+00,1.420537507608592875e+00,2.809506470386467392e+00 --5.213952586878668249e+00,2.035403248039634683e+00,3.960734034475296816e+00 --5.213952586878668249e+00,2.035403248039634683e+00,3.960734034475296816e+00 --5.213952586878668249e+00,2.035403248039634683e+00,3.960734034475296816e+00 --5.213952586878668249e+00,2.035403248039634683e+00,3.960734034475296816e+00 --5.213952586878668249e+00,2.035403248039634683e+00,3.960734034475296816e+00 --5.213952586878668249e+00,2.035403248039634683e+00,3.960734034475296816e+00 --5.213952586878668249e+00,2.035403248039634683e+00,3.960734034475296816e+00 --5.213952586878668249e+00,2.035403248039634683e+00,3.960734034475296816e+00 --5.213952586878668249e+00,2.035403248039634683e+00,3.960734034475296816e+00 --5.127517767380648905e+00,1.889430190989505487e+00,3.776152371225791171e+00 --5.127517767380648905e+00,1.889430190989505487e+00,3.776152371225791171e+00 --5.127517767380648905e+00,1.889430190989505487e+00,3.776152371225791171e+00 --5.127517767380648905e+00,1.889430190989505487e+00,3.776152371225791171e+00 --5.031122460289921605e+00,1.353839240098904106e+00,4.289836781199980464e+00 --5.031122460289921605e+00,1.353839240098904106e+00,4.289836781199980464e+00 --5.251386468221845405e+00,9.546436528026717161e-01,3.832015506743204014e+00 --4.968510211142885602e+00,1.527346453062700338e+00,3.795040858147082030e+00 --4.968510211142885602e+00,1.527346453062700338e+00,3.795040858147082030e+00 --4.968510211142885602e+00,1.527346453062700338e+00,3.795040858147082030e+00 --5.155915395376836408e+00,1.021727020274931785e+00,4.037632690882399622e+00 --5.155915395376836408e+00,1.021727020274931785e+00,4.037632690882399622e+00 --5.155915395376836408e+00,1.021727020274931785e+00,4.037632690882399622e+00 --5.155915395376836408e+00,1.021727020274931785e+00,4.037632690882399622e+00 --5.155915395376836408e+00,1.021727020274931785e+00,4.037632690882399622e+00 --4.937065352065577173e+00,1.406699560380255898e+00,4.051051417352008244e+00 --4.937065352065577173e+00,1.406699560380255898e+00,4.051051417352008244e+00 --5.135448083489846383e+00,1.845077342992753611e+00,4.301024215013041108e+00 --5.135448083489846383e+00,1.845077342992753611e+00,4.301024215013041108e+00 --5.246236561857612557e+00,1.749324258688333522e+00,4.508251751662927909e+00 --5.362710946179667815e+00,1.604889558824295515e+00,4.652652276339109605e+00 --5.362710946179667815e+00,1.604889558824295515e+00,4.652652276339109605e+00 --5.700822366235687610e+00,2.352949165286395417e+00,3.781949650644079508e+00 --5.505561535992833377e+00,2.052778946315005015e+00,3.476317997554799089e+00 --8.270826467090925505e+00,1.515432636931703048e+00,2.171111220442979217e+00 --8.270826467090925505e+00,1.515432636931703048e+00,2.171111220442979217e+00 --8.270826467090925505e+00,1.515432636931703048e+00,2.171111220442979217e+00 --7.635208610404284890e+00,1.841720028409811416e+00,2.389819295926947529e+00 --7.635208610404284890e+00,1.841720028409811416e+00,2.389819295926947529e+00 --7.635208610404284890e+00,1.841720028409811416e+00,2.389819295926947529e+00 --5.523091753086834643e+00,1.092657279383805635e+00,3.343182271684799645e+00 --5.523091753086834643e+00,1.092657279383805635e+00,3.343182271684799645e+00 --5.248548536250163821e+00,1.326273052047954426e+00,4.540937474193404100e+00 --5.248548536250163821e+00,1.326273052047954426e+00,4.540937474193404100e+00 --5.222902286478937839e+00,1.130988405745466663e+00,3.598778618508466032e+00 --4.928754809044850305e+00,1.445283534996074204e+00,3.997395257472745378e+00 --4.928754809044850305e+00,1.445283534996074204e+00,3.997395257472745378e+00 --4.979986300166331148e+00,1.628448353720816755e+00,3.805749677544533860e+00 --4.979986300166331148e+00,1.628448353720816755e+00,3.805749677544533860e+00 --4.979986300166331148e+00,1.628448353720816755e+00,3.805749677544533860e+00 --4.979986300166331148e+00,1.628448353720816755e+00,3.805749677544533860e+00 --5.391366794057214307e+00,1.992846454122958466e+00,4.471926937032577598e+00 --5.391366794057214307e+00,1.992846454122958466e+00,4.471926937032577598e+00 --5.107173266454365645e+00,1.077318210310393543e+00,4.052528452294609451e+00 --5.107173266454365645e+00,1.077318210310393543e+00,4.052528452294609451e+00 --5.107173266454365645e+00,1.077318210310393543e+00,4.052528452294609451e+00 --5.107173266454365645e+00,1.077318210310393543e+00,4.052528452294609451e+00 --5.107173266454365645e+00,1.077318210310393543e+00,4.052528452294609451e+00 --5.107173266454365645e+00,1.077318210310393543e+00,4.052528452294609451e+00 --5.107173266454365645e+00,1.077318210310393543e+00,4.052528452294609451e+00 --5.107173266454365645e+00,1.077318210310393543e+00,4.052528452294609451e+00 --5.107173266454365645e+00,1.077318210310393543e+00,4.052528452294609451e+00 --5.107173266454365645e+00,1.077318210310393543e+00,4.052528452294609451e+00 --5.107173266454365645e+00,1.077318210310393543e+00,4.052528452294609451e+00 --5.527488906800224200e+00,2.267384343040222294e+00,4.113384496463403650e+00 --6.066715006661472565e+00,1.961550451237360049e+00,3.036707700225226958e+00 --6.066715006661472565e+00,1.961550451237360049e+00,3.036707700225226958e+00 --6.651400826774785280e+00,1.227032177416920611e+00,2.715034918065729386e+00 --5.837373120631384360e+00,7.856708995080418090e-01,3.366475790515434774e+00 --5.236543610893249934e+00,1.288366255500477120e+00,3.484247504840092713e+00 --5.236543610893249934e+00,1.288366255500477120e+00,3.484247504840092713e+00 --5.054728313426774200e+00,1.823391066388700743e+00,3.843819339263587764e+00 --5.054728313426774200e+00,1.823391066388700743e+00,3.843819339263587764e+00 --5.054728313426774200e+00,1.823391066388700743e+00,3.843819339263587764e+00 --5.816933182459264273e+00,5.681825475992727803e-01,3.848688119957511589e+00 --5.816933182459264273e+00,5.681825475992727803e-01,3.848688119957511589e+00 --8.733935423872248194e+00,-4.491798414676020368e-01,4.094229701633249618e+00 --8.733935423872248194e+00,-4.491798414676020368e-01,4.094229701633249618e+00 --8.733935423872248194e+00,-4.491798414676020368e-01,4.094229701633249618e+00 --5.140101170920917006e+00,1.331715254930925241e+00,3.568691198003955733e+00 --6.149260579059978582e+00,2.004370367819787280e+00,4.984437391765784042e+00 --5.862379604059995586e+00,2.015171362289764900e+00,4.819282575621996578e+00 --5.862379604059995586e+00,2.015171362289764900e+00,4.819282575621996578e+00 --5.862379604059995586e+00,2.015171362289764900e+00,4.819282575621996578e+00 --5.262741961119496104e+00,1.657430334879808509e+00,4.558751749849999868e+00 --5.549926611438150026e+00,1.856944129576949543e+00,3.295185579758747707e+00 --5.960281341410098577e+00,2.107710264052533145e+00,3.184392592262301314e+00 --5.478244632937344427e+00,1.233469866591122788e+00,3.306132441957617019e+00 --5.478244632937344427e+00,1.233469866591122788e+00,3.306132441957617019e+00 --5.478244632937344427e+00,1.233469866591122788e+00,3.306132441957617019e+00 --5.478244632937344427e+00,1.233469866591122788e+00,3.306132441957617019e+00 --5.478244632937344427e+00,1.233469866591122788e+00,3.306132441957617019e+00 --5.478244632937344427e+00,1.233469866591122788e+00,3.306132441957617019e+00 --5.478244632937344427e+00,1.233469866591122788e+00,3.306132441957617019e+00 --5.478244632937344427e+00,1.233469866591122788e+00,3.306132441957617019e+00 --5.478244632937344427e+00,1.233469866591122788e+00,3.306132441957617019e+00 --5.478244632937344427e+00,1.233469866591122788e+00,3.306132441957617019e+00 --5.478244632937344427e+00,1.233469866591122788e+00,3.306132441957617019e+00 --5.478244632937344427e+00,1.233469866591122788e+00,3.306132441957617019e+00 --5.478244632937344427e+00,1.233469866591122788e+00,3.306132441957617019e+00 --5.384226777051295265e+00,1.640131438891150761e+00,3.337553153779942772e+00 --5.384226777051295265e+00,1.640131438891150761e+00,3.337553153779942772e+00 --5.139988318137458378e+00,1.756882893284769986e+00,3.614973553562339958e+00 --7.596981993980041814e+00,2.608313737770715512e+00,2.798805378038156100e+00 --6.561128876771176621e+00,2.775744393109316643e+00,4.088605797793526619e+00 --6.561128876771176621e+00,2.775744393109316643e+00,4.088605797793526619e+00 --6.644140833012808223e+00,1.893170072120442526e-01,4.022288844979604150e+00 --6.644140833012808223e+00,1.893170072120442526e-01,4.022288844979604150e+00 --6.644140833012808223e+00,1.893170072120442526e-01,4.022288844979604150e+00 --8.562801223123209127e+00,1.417254051645389090e-01,5.338707292625644030e+00 --8.467705854122201004e+00,1.802015719768157220e+00,5.857616275315338683e+00 --7.530044082594572252e+00,2.945457826343560903e+00,4.717594329714239976e+00 --5.748980705783747425e+00,2.356334504065398683e+00,3.700137047783284672e+00 --5.748980705783747425e+00,2.356334504065398683e+00,3.700137047783284672e+00 --5.160221811092407407e+00,1.919973455627147052e+00,4.241018619285542357e+00 --5.160221811092407407e+00,1.919973455627147052e+00,4.241018619285542357e+00 --5.517463985396146242e+00,1.837476964203728302e+00,4.691244639190273347e+00 --4.983904291067787540e+00,1.460133898785020090e+00,4.237825255645848443e+00 --4.983904291067787540e+00,1.460133898785020090e+00,4.237825255645848443e+00 --4.983904291067787540e+00,1.460133898785020090e+00,4.237825255645848443e+00 --5.223839313843454235e+00,2.025603591190513697e+00,4.147736406997054814e+00 --4.946860236750531215e+00,1.373684963553543081e+00,3.928232211268769536e+00 --5.398877324048982906e+00,1.712578196790090601e+00,3.345833582733135358e+00 --5.398877324048982906e+00,1.712578196790090601e+00,3.345833582733135358e+00 --5.398877324048982906e+00,1.712578196790090601e+00,3.345833582733135358e+00 --5.398877324048982906e+00,1.712578196790090601e+00,3.345833582733135358e+00 --5.066867197571052195e+00,1.665362119605578117e+00,3.662704233421301581e+00 --5.360843575673325034e+00,1.720391760983414731e+00,3.378295154799913824e+00 --5.360843575673325034e+00,1.720391760983414731e+00,3.378295154799913824e+00 --5.486868829280580506e+00,2.227711532614748968e+00,3.822375053099562159e+00 --5.486868829280580506e+00,2.227711532614748968e+00,3.822375053099562159e+00 --5.486868829280580506e+00,2.227711532614748968e+00,3.822375053099562159e+00 --5.486868829280580506e+00,2.227711532614748968e+00,3.822375053099562159e+00 --5.833473399470145537e+00,2.281166792587928871e+00,3.454566494603290572e+00 --5.833473399470145537e+00,2.281166792587928871e+00,3.454566494603290572e+00 --5.833473399470145537e+00,2.281166792587928871e+00,3.454566494603290572e+00 --5.766582946533133303e+00,2.397519242435035558e+00,3.812148933531686268e+00 --5.750278686932272620e+00,1.732484950301167004e+00,4.877767225406056006e+00 --5.750278686932272620e+00,1.732484950301167004e+00,4.877767225406056006e+00 --5.750278686932272620e+00,1.732484950301167004e+00,4.877767225406056006e+00 --5.750278686932272620e+00,1.732484950301167004e+00,4.877767225406056006e+00 --5.205975291212280531e+00,9.786167755868905305e-01,4.091546117854219844e+00 --5.205975291212280531e+00,9.786167755868905305e-01,4.091546117854219844e+00 --4.972659825553955137e+00,1.667236011004193053e+00,4.137614713452704152e+00 --4.972659825553955137e+00,1.667236011004193053e+00,4.137614713452704152e+00 --5.086860917843141650e+00,1.326531391916721647e+00,3.638039467574017749e+00 --5.282093123277351587e+00,1.928655165566805607e+00,3.584555973094382342e+00 --5.282093123277351587e+00,1.928655165566805607e+00,3.584555973094382342e+00 --6.547944897058575187e+00,2.554745723893986131e+00,4.713934326228425675e+00 --6.547944897058575187e+00,2.554745723893986131e+00,4.713934326228425675e+00 --6.547944897058575187e+00,2.554745723893986131e+00,4.713934326228425675e+00 --6.547944897058575187e+00,2.554745723893986131e+00,4.713934326228425675e+00 --5.130592830505804613e+00,1.875825361346577624e+00,3.747821500805821771e+00 --5.130592830505804613e+00,1.875825361346577624e+00,3.747821500805821771e+00 --5.130592830505804613e+00,1.875825361346577624e+00,3.747821500805821771e+00 --5.130592830505804613e+00,1.875825361346577624e+00,3.747821500805821771e+00 --5.130592830505804613e+00,1.875825361346577624e+00,3.747821500805821771e+00 --5.220626429135823088e+00,1.925337724360261404e+00,4.337579792868540451e+00 --5.220626429135823088e+00,1.925337724360261404e+00,4.337579792868540451e+00 --5.220626429135823088e+00,1.925337724360261404e+00,4.337579792868540451e+00 --5.220626429135823088e+00,1.925337724360261404e+00,4.337579792868540451e+00 --5.220626429135823088e+00,1.925337724360261404e+00,4.337579792868540451e+00 --5.220626429135823088e+00,1.925337724360261404e+00,4.337579792868540451e+00 --5.220626429135823088e+00,1.925337724360261404e+00,4.337579792868540451e+00 --6.449457180193369332e+00,2.636387539390949719e+00,3.517997502401012611e+00 --7.181809698081649707e+00,2.765402086425349459e+00,4.809205242774249101e+00 --7.181809698081649707e+00,2.765402086425349459e+00,4.809205242774249101e+00 --5.375132535955593482e+00,2.132209996640589189e+00,3.777089876217770925e+00 --5.375132535955593482e+00,2.132209996640589189e+00,3.777089876217770925e+00 --5.375132535955593482e+00,2.132209996640589189e+00,3.777089876217770925e+00 --8.328769384846783197e+00,1.645022253001934942e+00,2.160982926081887356e+00 --8.328769384846783197e+00,1.645022253001934942e+00,2.160982926081887356e+00 --8.328769384846783197e+00,1.645022253001934942e+00,2.160982926081887356e+00 --8.328769384846783197e+00,1.645022253001934942e+00,2.160982926081887356e+00 --8.328769384846783197e+00,1.645022253001934942e+00,2.160982926081887356e+00 --8.328769384846783197e+00,1.645022253001934942e+00,2.160982926081887356e+00 --8.328769384846783197e+00,1.645022253001934942e+00,2.160982926081887356e+00 --8.328769384846783197e+00,1.645022253001934942e+00,2.160982926081887356e+00 --7.433715810108958877e+00,1.276290056883527368e+00,2.432225928699835560e+00 --7.433715810108958877e+00,1.276290056883527368e+00,2.432225928699835560e+00 --7.433715810108958877e+00,1.276290056883527368e+00,2.432225928699835560e+00 --7.433715810108958877e+00,1.276290056883527368e+00,2.432225928699835560e+00 --7.433715810108958877e+00,1.276290056883527368e+00,2.432225928699835560e+00 --7.433715810108958877e+00,1.276290056883527368e+00,2.432225928699835560e+00 --8.385044825293768156e+00,3.624611475742063327e-01,2.528505504020865935e+00 --5.823959947929502334e+00,1.021375979212930218e+00,3.181999473205285422e+00 --5.823959947929502334e+00,1.021375979212930218e+00,3.181999473205285422e+00 --5.555954853122411663e+00,9.397904796108469405e-01,3.437535766853504260e+00 --5.731872198470979285e+00,8.082552136291252243e-01,3.427630175340277141e+00 --5.731872198470979285e+00,8.082552136291252243e-01,3.427630175340277141e+00 --5.731872198470979285e+00,8.082552136291252243e-01,3.427630175340277141e+00 --5.726667631817813131e+00,2.084676276375470927e+00,3.322455056219267178e+00 --6.293957791406334934e+00,2.669701969173723821e+00,4.000980764373589516e+00 --6.293957791406334934e+00,2.669701969173723821e+00,4.000980764373589516e+00 --6.293957791406334934e+00,2.669701969173723821e+00,4.000980764373589516e+00 --5.743924851864409931e+00,2.389802414880109804e+00,3.837450372134404208e+00 --5.264399969252561817e+00,2.072761872647920001e+00,3.897093859878436817e+00 --5.149492238047365333e+00,1.966903680931453291e+00,3.924243429583079479e+00 --5.370797983718913926e+00,9.998691851351234616e-01,4.441489545655180393e+00 --5.370797983718913926e+00,9.998691851351234616e-01,4.441489545655180393e+00 --5.407151938400437174e+00,8.407000084863209821e-01,3.783848833517351906e+00 --5.407151938400437174e+00,8.407000084863209821e-01,3.783848833517351906e+00 --5.457551836436367765e+00,2.223754867717915307e+00,4.089311785741299055e+00 --5.457551836436367765e+00,2.223754867717915307e+00,4.089311785741299055e+00 --5.457551836436367765e+00,2.223754867717915307e+00,4.089311785741299055e+00 --5.395637736764768988e+00,1.411907141738230287e+00,4.679796478564981932e+00 --5.427667825436132354e+00,2.197396691691147375e+00,3.875294157972913212e+00 --5.319873918589915540e+00,1.472804360263050505e+00,3.372799726602002224e+00 --5.283619808016143615e+00,2.095333463328505452e+00,4.058683410251451740e+00 --5.283619808016143615e+00,2.095333463328505452e+00,4.058683410251451740e+00 --5.636062706470385208e+00,1.324869650608753391e+00,3.175598438639400278e+00 --5.146884991812644472e+00,1.198046198444193688e+00,4.360492386493738159e+00 --6.375741238825606949e+00,1.499797755938298449e+00,2.795845913055868159e+00 --6.558169203736710529e+00,2.702045312727096693e+00,3.566984830440276699e+00 --6.558169203736710529e+00,2.702045312727096693e+00,3.566984830440276699e+00 --5.060044155609888961e+00,1.436631649457854376e+00,3.639064444892489369e+00 --5.408172260954576593e+00,2.181547946884397238e+00,3.866169793269424559e+00 --5.414534438367850200e+00,1.838107191077160030e+00,4.611934500490920463e+00 --5.414534438367850200e+00,1.838107191077160030e+00,4.611934500490920463e+00 --5.414534438367850200e+00,1.838107191077160030e+00,4.611934500490920463e+00 --6.328751634955225747e+00,1.435974835394258520e+00,5.182750303501860500e+00 --6.328751634955225747e+00,1.435974835394258520e+00,5.182750303501860500e+00 --5.144149492191532502e+00,1.449038087475351455e+00,4.464540894695689488e+00 --5.144149492191532502e+00,1.449038087475351455e+00,4.464540894695689488e+00 --5.144149492191532502e+00,1.449038087475351455e+00,4.464540894695689488e+00 --5.144149492191532502e+00,1.449038087475351455e+00,4.464540894695689488e+00 --5.144149492191532502e+00,1.449038087475351455e+00,4.464540894695689488e+00 --6.429534110391319501e+00,2.890788663226242505e-01,4.193519987562338791e+00 --6.429534110391319501e+00,2.890788663226242505e-01,4.193519987562338791e+00 --6.429534110391319501e+00,2.890788663226242505e-01,4.193519987562338791e+00 --6.429534110391319501e+00,2.890788663226242505e-01,4.193519987562338791e+00 --6.429534110391319501e+00,2.890788663226242505e-01,4.193519987562338791e+00 --6.429534110391319501e+00,2.890788663226242505e-01,4.193519987562338791e+00 --6.429534110391319501e+00,2.890788663226242505e-01,4.193519987562338791e+00 --6.429534110391319501e+00,2.890788663226242505e-01,4.193519987562338791e+00 --6.429534110391319501e+00,2.890788663226242505e-01,4.193519987562338791e+00 --5.798054148886312653e+00,2.309377863572187550e+00,3.533944756464490133e+00 --7.430001873241753430e+00,2.038624681672868366e+00,2.512004303529118410e+00 --7.430001873241753430e+00,2.038624681672868366e+00,2.512004303529118410e+00 --7.430001873241753430e+00,2.038624681672868366e+00,2.512004303529118410e+00 --6.549011044019435346e+00,1.467930884812159942e+00,2.726332663898530573e+00 --6.549011044019435346e+00,1.467930884812159942e+00,2.726332663898530573e+00 --5.965402886257649584e+00,1.534087468586209368e+00,5.019061724295610816e+00 --5.965402886257649584e+00,1.534087468586209368e+00,5.019061724295610816e+00 --6.665092146630827941e+00,2.723330242385058497e+00,4.492748548326884084e+00 --6.665092146630827941e+00,2.723330242385058497e+00,4.492748548326884084e+00 --6.665092146630827941e+00,2.723330242385058497e+00,4.492748548326884084e+00 --6.662692156484693484e+00,2.715105193116659876e+00,4.510350265334434283e+00 --6.559243737841200961e+00,2.105241010121969403e+00,5.125687756302363063e+00 --5.600349506405421174e+00,1.252903285200370309e+00,3.216712959942550132e+00 --5.600349506405421174e+00,1.252903285200370309e+00,3.216712959942550132e+00 --5.847785906559609614e+00,2.458829046543204555e+00,4.051755514160018556e+00 --4.990617389131802639e+00,1.250266851948427016e+00,4.049966099281049559e+00 --4.990617389131802639e+00,1.250266851948427016e+00,4.049966099281049559e+00 --4.990617389131802639e+00,1.250266851948427016e+00,4.049966099281049559e+00 --4.990617389131802639e+00,1.250266851948427016e+00,4.049966099281049559e+00 --4.990617389131802639e+00,1.250266851948427016e+00,4.049966099281049559e+00 --5.503909124666643393e+00,8.726829182310607003e-01,4.429683919607023235e+00 --4.984833649371564590e+00,1.404873856572890656e+00,3.776324937935498394e+00 --4.984833649371564590e+00,1.404873856572890656e+00,3.776324937935498394e+00 --5.389259078466287711e+00,8.192252225132982124e-01,4.007116739810403061e+00 --5.389259078466287711e+00,8.192252225132982124e-01,4.007116739810403061e+00 --5.389259078466287711e+00,8.192252225132982124e-01,4.007116739810403061e+00 --6.199176103993593756e+00,7.340481750272707107e-01,3.171302363346046427e+00 --6.199176103993593756e+00,7.340481750272707107e-01,3.171302363346046427e+00 --6.199176103993593756e+00,7.340481750272707107e-01,3.171302363346046427e+00 --6.199176103993593756e+00,7.340481750272707107e-01,3.171302363346046427e+00 --6.199176103993593756e+00,7.340481750272707107e-01,3.171302363346046427e+00 --6.844222892443962536e+00,1.230785198287856819e+00,2.641327062842435680e+00 --7.525573806568488955e+00,5.210064252789030625e-01,2.718832074080604233e+00 --7.525573806568488955e+00,5.210064252789030625e-01,2.718832074080604233e+00 --6.063299710965515565e+00,1.163601554411660466e+00,2.987882583910061562e+00 --5.484105592642480431e+00,1.908455669050599823e+00,3.374288064486366867e+00 --5.853335507510515789e+00,2.417506774475863374e+00,3.707147317781240403e+00 --5.321534671488397983e+00,2.086274460936060393e+00,4.228172730894467435e+00 --4.951047014091998655e+00,1.441343030872665798e+00,3.852174964075420593e+00 --4.951047014091998655e+00,1.441343030872665798e+00,3.852174964075420593e+00 --4.951047014091998655e+00,1.441343030872665798e+00,3.852174964075420593e+00 --4.951047014091998655e+00,1.441343030872665798e+00,3.852174964075420593e+00 --4.951047014091998655e+00,1.441343030872665798e+00,3.852174964075420593e+00 --6.756269757100600515e+00,7.618177897791157394e-01,5.133844190704930810e+00 --6.779737122602766952e+00,5.018988678328735187e-01,4.926162577386269170e+00 --6.779737122602766952e+00,5.018988678328735187e-01,4.926162577386269170e+00 --6.779737122602766952e+00,5.018988678328735187e-01,4.926162577386269170e+00 --6.610259378650104267e+00,7.752367664204380393e-01,5.076672420508072214e+00 --6.610259378650104267e+00,7.752367664204380393e-01,5.076672420508072214e+00 --5.924002725873080522e+00,5.801819086702886263e-01,4.390106744259767879e+00 --5.924002725873080522e+00,5.801819086702886263e-01,4.390106744259767879e+00 --6.072561272884183126e+00,4.323267001704975687e-01,3.917049021122873675e+00 --5.636663804897403374e+00,6.914700222276276564e-01,4.239142106543618560e+00 --5.636663804897403374e+00,6.914700222276276564e-01,4.239142106543618560e+00 --5.536811522822192799e+00,7.992538336296023394e-01,3.653572229287699979e+00 --5.345738688866256361e+00,1.183457625772584176e+00,3.434504216314536507e+00 --6.438907707150709037e+00,1.314954531800483384e+00,2.783894844583397088e+00 --5.427328802674423969e+00,2.114041725858583742e+00,4.352884441085668854e+00 --6.199616822188449561e+00,2.609273694003122035e+00,4.208265602446555675e+00 --6.199616822188449561e+00,2.609273694003122035e+00,4.208265602446555675e+00 --6.199616822188449561e+00,2.609273694003122035e+00,4.208265602446555675e+00 --7.842966269787149614e+00,3.166926349979429123e+00,3.627751855998291308e+00 --5.744935717686175281e+00,2.399600656365339368e+00,3.900500030479725488e+00 --5.744935717686175281e+00,2.399600656365339368e+00,3.900500030479725488e+00 --5.744935717686175281e+00,2.399600656365339368e+00,3.900500030479725488e+00 --5.744935717686175281e+00,2.399600656365339368e+00,3.900500030479725488e+00 --5.744935717686175281e+00,2.399600656365339368e+00,3.900500030479725488e+00 --6.871792698522327214e+00,2.607062355999294034e+00,4.848794147972833812e+00 --7.321763012854879626e+00,2.493651515548330533e+00,5.186872169058106330e+00 --7.919814187656413651e+00,2.689176768414041963e+00,5.256948156568941322e+00 --7.919814187656413651e+00,2.689176768414041963e+00,5.256948156568941322e+00 --6.343344696533320892e+00,2.378778848855401584e+00,4.803329508059429820e+00 --5.968613596802512689e+00,1.995026239516523914e+00,4.893201257373696045e+00 --5.968613596802512689e+00,1.995026239516523914e+00,4.893201257373696045e+00 --5.421028293077903015e+00,1.639313989690009965e+00,4.689830249072816315e+00 --5.421028293077903015e+00,1.639313989690009965e+00,4.689830249072816315e+00 --5.065570358161266107e+00,1.581434429018313992e+00,4.364944734327043996e+00 --8.092854566435448760e+00,1.607706799355252958e+00,5.776372618284071336e+00 --8.092854566435448760e+00,1.607706799355252958e+00,5.776372618284071336e+00 --8.092854566435448760e+00,1.607706799355252958e+00,5.776372618284071336e+00 --7.541534126712829078e+00,2.484731191170256537e+00,5.282998236565641825e+00 --7.541534126712829078e+00,2.484731191170256537e+00,5.282998236565641825e+00 --7.568997783145185565e+00,2.837542903182782794e+00,4.924241652638457367e+00 --6.692840440558231130e+00,2.207998617888537574e+00,5.125088558651033743e+00 --5.741452650774538036e+00,8.214148911716376844e-01,4.596004000013629742e+00 --6.194467547657115603e+00,9.088936177133303262e-01,4.958804807903251621e+00 --5.959612746102372682e+00,2.515128781443396022e+00,4.058070391499692953e+00 --5.959612746102372682e+00,2.515128781443396022e+00,4.058070391499692953e+00 --5.435108231951952362e+00,2.182877289995332148e+00,3.792556740427911688e+00 --5.459002529397105619e+00,2.072247202613409112e+00,3.546368502328660632e+00 --5.459002529397105619e+00,2.072247202613409112e+00,3.546368502328660632e+00 --5.459002529397105619e+00,2.072247202613409112e+00,3.546368502328660632e+00 --5.487971009081559437e+00,8.862753983943845171e-01,3.569234414504945718e+00 --5.487971009081559437e+00,8.862753983943845171e-01,3.569234414504945718e+00 --5.487971009081559437e+00,8.862753983943845171e-01,3.569234414504945718e+00 --5.487971009081559437e+00,8.862753983943845171e-01,3.569234414504945718e+00 --5.487971009081559437e+00,8.862753983943845171e-01,3.569234414504945718e+00 --5.487971009081559437e+00,8.862753983943845171e-01,3.569234414504945718e+00 --6.328712604500903893e+00,4.470304284804574313e-01,3.457585441625905087e+00 --5.597410958006183712e+00,7.113521487513838615e-01,3.777084339023850657e+00 --5.597410958006183712e+00,7.113521487513838615e-01,3.777084339023850657e+00 --5.135247414845830249e+00,1.049099034943558717e+00,3.921376837138727645e+00 --5.135247414845830249e+00,1.049099034943558717e+00,3.921376837138727645e+00 --5.135247414845830249e+00,1.049099034943558717e+00,3.921376837138727645e+00 --5.135247414845830249e+00,1.049099034943558717e+00,3.921376837138727645e+00 --5.135247414845830249e+00,1.049099034943558717e+00,3.921376837138727645e+00 --5.135247414845830249e+00,1.049099034943558717e+00,3.921376837138727645e+00 --5.748499893258647298e+00,7.855950030316209975e-01,4.558901834624442095e+00 --5.539110725264501767e+00,1.544426323847972737e+00,4.781909773692058607e+00 --5.539110725264501767e+00,1.544426323847972737e+00,4.781909773692058607e+00 --5.663561534477568493e+00,1.058977890374620534e+00,4.737093549341233611e+00 --5.275079648301464808e+00,2.029057530382716301e+00,4.263483671274171272e+00 --5.275079648301464808e+00,2.029057530382716301e+00,4.263483671274171272e+00 --5.421674511618773451e+00,1.533184872924525211e+00,4.703433822764491623e+00 --5.421674511618773451e+00,1.533184872924525211e+00,4.703433822764491623e+00 --5.421674511618773451e+00,1.533184872924525211e+00,4.703433822764491623e+00 --5.421674511618773451e+00,1.533184872924525211e+00,4.703433822764491623e+00 --5.421674511618773451e+00,1.533184872924525211e+00,4.703433822764491623e+00 --5.240200476863520862e+00,1.387692710808919649e+00,4.549393681106163712e+00 --5.240200476863520862e+00,1.387692710808919649e+00,4.549393681106163712e+00 --5.240200476863520862e+00,1.387692710808919649e+00,4.549393681106163712e+00 --5.346530472543543411e+00,1.303645970529861975e+00,3.381759403762828242e+00 --5.346530472543543411e+00,1.303645970529861975e+00,3.381759403762828242e+00 --5.346530472543543411e+00,1.303645970529861975e+00,3.381759403762828242e+00 --5.346530472543543411e+00,1.303645970529861975e+00,3.381759403762828242e+00 --5.346530472543543411e+00,1.303645970529861975e+00,3.381759403762828242e+00 --5.346530472543543411e+00,1.303645970529861975e+00,3.381759403762828242e+00 --5.346530472543543411e+00,1.303645970529861975e+00,3.381759403762828242e+00 --5.459587565505898077e+00,1.813060005206086789e+00,4.660171845679268898e+00 --5.963992008694008362e+00,1.137287475746691978e+00,4.952196146088142292e+00 --5.963992008694008362e+00,1.137287475746691978e+00,4.952196146088142292e+00 --5.771752970710760877e+00,1.984344172163878373e+00,4.781926825721535934e+00 --7.103286095346210693e+00,2.953966675164889644e+00,4.252017598666196996e+00 --7.103286095346210693e+00,2.953966675164889644e+00,4.252017598666196996e+00 --7.103286095346210693e+00,2.953966675164889644e+00,4.252017598666196996e+00 --8.565494245176108024e+00,3.280379667587302706e+00,4.685556964518005962e+00 --8.565494245176108024e+00,3.280379667587302706e+00,4.685556964518005962e+00 --8.565494245176108024e+00,3.280379667587302706e+00,4.685556964518005962e+00 --8.565494245176108024e+00,3.280379667587302706e+00,4.685556964518005962e+00 --8.565494245176108024e+00,3.280379667587302706e+00,4.685556964518005962e+00 --8.565494245176108024e+00,3.280379667587302706e+00,4.685556964518005962e+00 --7.282575609747979684e+00,3.034792396147541371e+00,3.964874828726710376e+00 --7.282575609747979684e+00,3.034792396147541371e+00,3.964874828726710376e+00 --7.631857509398070505e+00,2.900585019604700943e+00,4.862823840327954450e+00 --5.117676009876939602e+00,1.911616640638511555e+00,4.149978725850421490e+00 --5.989409707296742269e+00,9.087004647283005720e-01,4.844997298259304586e+00 --7.135107884599781514e+00,1.070742790222797947e+00,5.423057272085484826e+00 --7.135107884599781514e+00,1.070742790222797947e+00,5.423057272085484826e+00 --6.859467816009897412e+00,1.415556474053624170e+00,5.388014039596484395e+00 --5.239544397902646367e+00,9.774576827748424623e-01,4.201841006222517549e+00 --5.239544397902646367e+00,9.774576827748424623e-01,4.201841006222517549e+00 --5.783354731799457582e+00,2.021082330473519484e+00,3.234445427256127825e+00 --4.992573059075473552e+00,1.757536093884666695e+00,4.022228058921356819e+00 --5.577509139859694542e+00,1.443001775670932352e+00,4.805298832399710562e+00 --5.577509139859694542e+00,1.443001775670932352e+00,4.805298832399710562e+00 --5.771276324585230100e+00,6.330436228937970089e-01,3.693554520409541020e+00 --5.333948983212344785e+00,1.585830948164121734e+00,3.366890294869126166e+00 --6.186197165826186506e+00,2.139985793221612642e+00,3.077578611760330762e+00 --6.186197165826186506e+00,2.139985793221612642e+00,3.077578611760330762e+00 --5.595069545129769395e+00,1.806099972938457254e+00,3.241304923649721559e+00 --5.595069545129769395e+00,1.806099972938457254e+00,3.241304923649721559e+00 --5.595069545129769395e+00,1.806099972938457254e+00,3.241304923649721559e+00 --5.573807437514133767e+00,2.235510991384106916e+00,3.672773952368380002e+00 --4.983355832928483053e+00,1.714061937839421956e+00,3.891468037527075818e+00 --5.564963578462028160e+00,2.298799124786550241e+00,4.033606604761246217e+00 --5.057797391006696230e+00,1.813449188931676614e+00,4.183828355119876719e+00 --5.057797391006696230e+00,1.813449188931676614e+00,4.183828355119876719e+00 --5.330792182768762544e+00,1.811603369232838157e+00,4.554924670773263351e+00 --5.330792182768762544e+00,1.811603369232838157e+00,4.554924670773263351e+00 --5.330792182768762544e+00,1.811603369232838157e+00,4.554924670773263351e+00 --5.330792182768762544e+00,1.811603369232838157e+00,4.554924670773263351e+00 --5.330792182768762544e+00,1.811603369232838157e+00,4.554924670773263351e+00 --5.653018844061601378e+00,1.547360163070843786e+00,4.851482076262803034e+00 --5.794436149968253957e+00,1.688598022688684308e+00,4.912750131737860571e+00 --5.794436149968253957e+00,1.688598022688684308e+00,4.912750131737860571e+00 --6.512561488929940801e+00,2.601541468578180805e+00,4.611075894724931068e+00 --6.512561488929940801e+00,2.601541468578180805e+00,4.611075894724931068e+00 --5.374798981961486533e+00,2.166168019507987985e+00,3.927439549838767530e+00 --5.865865543838387985e+00,1.585274383494279293e+00,3.034163735129308925e+00 --5.865865543838387985e+00,1.585274383494279293e+00,3.034163735129308925e+00 --6.644180911735984019e+00,2.054653464530753038e+00,2.812234739857522925e+00 --6.644180911735984019e+00,2.054653464530753038e+00,2.812234739857522925e+00 --5.528807606190810020e+00,2.205415597252480708e+00,4.324718814553522250e+00 --5.528807606190810020e+00,2.205415597252480708e+00,4.324718814553522250e+00 --5.027510139697582758e+00,1.414601043775151501e+00,3.692651622495580988e+00 --6.378578590689565786e+00,1.029911994918086160e+00,5.109883653969632178e+00 --6.378578590689565786e+00,1.029911994918086160e+00,5.109883653969632178e+00 --5.101317477637057785e+00,1.542429093644845706e+00,4.416849033621098819e+00 --5.101317477637057785e+00,1.542429093644845706e+00,4.416849033621098819e+00 --5.101317477637057785e+00,1.542429093644845706e+00,4.416849033621098819e+00 --4.957766668582823222e+00,1.675331380067686782e+00,4.035657298379054403e+00 --5.611222227875638069e+00,2.162640388464627250e+00,3.503637420193267182e+00 --7.061448256176440452e+00,2.922130625310881857e+00,3.663490553014288498e+00 --6.417420446825563118e+00,2.391652440371373700e+00,4.834638987578848912e+00 --6.417420446825563118e+00,2.391652440371373700e+00,4.834638987578848912e+00 --6.349423044397356719e+00,1.791218438980399341e+00,5.157091496977004752e+00 --7.186052690145952049e+00,1.113452711354101510e-02,4.208753828644751671e+00 --5.251224314790784220e+00,9.295000639965310674e-01,4.000070655019621668e+00 --5.802891541569725753e+00,1.536585065687446239e+00,4.935841301567568173e+00 --6.366317881095662656e+00,1.247415249548666116e+00,5.173356165925934391e+00 --7.635767712586622125e+00,-1.327464214224216565e-01,4.210125446103530678e+00 --5.697162772146826981e+00,8.402007736705249252e-01,3.420281430120474475e+00 --5.505239001568797974e+00,9.384967385898356218e-01,3.485997124350596721e+00 --5.660670438807967386e+00,2.355644884844291020e+00,3.947197187299572363e+00 --5.660670438807967386e+00,2.355644884844291020e+00,3.947197187299572363e+00 --5.409712660912731508e+00,2.103154009449919926e+00,4.346646461078901069e+00 --5.409712660912731508e+00,2.103154009449919926e+00,4.346646461078901069e+00 --5.409712660912731508e+00,2.103154009449919926e+00,4.346646461078901069e+00 --6.430335363347211342e+00,2.717830873013203252e+00,4.146523702056765792e+00 --5.738303177158858404e+00,2.344644527516225985e+00,3.685159299840285563e+00 --5.738303177158858404e+00,2.344644527516225985e+00,3.685159299840285563e+00 --5.738303177158858404e+00,2.344644527516225985e+00,3.685159299840285563e+00 --5.286804140585065426e+00,1.275383267584966562e+00,3.442687402541833919e+00 --5.286804140585065426e+00,1.275383267584966562e+00,3.442687402541833919e+00 --5.286804140585065426e+00,1.275383267584966562e+00,3.442687402541833919e+00 --6.740167427868691163e+00,1.059607960784867187e+00,2.727023901698881758e+00 --1.042098643281092762e+01,1.071064138789002973e+00,1.695385861589967513e+00 --1.042098643281092762e+01,1.071064138789002973e+00,1.695385861589967513e+00 --1.079498507685075381e+01,9.881759393883995379e-01,1.632033134731164292e+00 --1.079498507685075381e+01,9.881759393883995379e-01,1.632033134731164292e+00 --1.079498507685075381e+01,9.881759393883995379e-01,1.632033134731164292e+00 --6.848466064145421583e+00,5.317109838098199592e-01,3.007463697161568028e+00 --6.913718362478252999e+00,3.292579473767880405e-01,3.214298227137579289e+00 --5.251279244835129312e+00,1.764228396903732232e+00,3.494323753488338902e+00 --5.251279244835129312e+00,1.764228396903732232e+00,3.494323753488338902e+00 --5.723530075836546160e+00,9.078623188402267230e-01,3.331308060786895453e+00 --5.656946877460571343e+00,6.672957896451893189e-01,3.805586927653378915e+00 --5.656946877460571343e+00,6.672957896451893189e-01,3.805586927653378915e+00 --5.133973889079205932e+00,1.223874609784890932e+00,4.363282982176523994e+00 --5.133973889079205932e+00,1.223874609784890932e+00,4.363282982176523994e+00 --5.295333981028742087e+00,9.968438510424992849e-01,3.658805425048538673e+00 --5.295333981028742087e+00,9.968438510424992849e-01,3.658805425048538673e+00 --6.115070742991460584e+00,4.649722985775320838e-01,4.343561155343400593e+00 --6.115070742991460584e+00,4.649722985775320838e-01,4.343561155343400593e+00 --7.428254600973470900e+00,7.298132327528499275e-01,5.381778857745393552e+00 --7.428254600973470900e+00,7.298132327528499275e-01,5.381778857745393552e+00 --7.428254600973470900e+00,7.298132327528499275e-01,5.381778857745393552e+00 --7.428254600973470900e+00,7.298132327528499275e-01,5.381778857745393552e+00 --6.858718649167741432e+00,2.300426353780362643e-01,4.565838146815401011e+00 --6.858718649167741432e+00,2.300426353780362643e-01,4.565838146815401011e+00 --8.028350799852294273e+00,-2.380611522474163633e-01,3.714097747329641486e+00 --8.028350799852294273e+00,-2.380611522474163633e-01,3.714097747329641486e+00 --5.847021990522076607e+00,9.197958556229539617e-01,3.235388328266507241e+00 --5.819701061008501597e+00,5.632406534237418549e-01,3.871824905727232924e+00 --5.819701061008501597e+00,5.632406534237418549e-01,3.871824905727232924e+00 --5.819701061008501597e+00,5.632406534237418549e-01,3.871824905727232924e+00 --4.936079745737457003e+00,1.447298444493337666e+00,4.086880141378482989e+00 --4.936079745737457003e+00,1.447298444493337666e+00,4.086880141378482989e+00 --4.936079745737457003e+00,1.447298444493337666e+00,4.086880141378482989e+00 --5.760251757170973264e+00,1.596765175286870564e+00,4.908368936723390696e+00 --5.760251757170973264e+00,1.596765175286870564e+00,4.908368936723390696e+00 --5.760251757170973264e+00,1.596765175286870564e+00,4.908368936723390696e+00 --5.345908074473521232e+00,1.826463557260633586e+00,3.440021886645947991e+00 --5.345908074473521232e+00,1.826463557260633586e+00,3.440021886645947991e+00 --5.345908074473521232e+00,1.826463557260633586e+00,3.440021886645947991e+00 --5.013562029901275530e+00,1.239847339562380135e+00,4.141874910924425279e+00 --5.013562029901275530e+00,1.239847339562380135e+00,4.141874910924425279e+00 --4.975441018787691405e+00,1.560683246618622899e+00,3.785513567914368327e+00 --4.975441018787691405e+00,1.560683246618622899e+00,3.785513567914368327e+00 --4.975441018787691405e+00,1.560683246618622899e+00,3.785513567914368327e+00 --5.248452453555808361e+00,1.857917760847092925e+00,3.558872810623375127e+00 --5.232459889823999788e+00,1.418838623837061386e+00,3.452169197630649222e+00 --6.107003768837622637e+00,4.380195378968874120e-01,4.231186362336084805e+00 --5.129306992094175399e+00,1.674743802134833315e+00,3.584046321219601872e+00 --5.129306992094175399e+00,1.674743802134833315e+00,3.584046321219601872e+00 --5.129306992094175399e+00,1.674743802134833315e+00,3.584046321219601872e+00 --5.129306992094175399e+00,1.674743802134833315e+00,3.584046321219601872e+00 --5.408833102004338755e+00,2.173458870216748551e+00,4.171849117868054790e+00 --5.021364653108148168e+00,1.795324684307791907e+00,3.908382037089005667e+00 --5.021364653108148168e+00,1.795324684307791907e+00,3.908382037089005667e+00 --5.021364653108148168e+00,1.795324684307791907e+00,3.908382037089005667e+00 --6.500202240850022406e+00,3.815778858892922010e-01,3.431159000511156076e+00 --4.957898398305690790e+00,1.399684826499789425e+00,3.851402787870624067e+00 --4.957898398305690790e+00,1.399684826499789425e+00,3.851402787870624067e+00 --4.957898398305690790e+00,1.399684826499789425e+00,3.851402787870624067e+00 --4.957898398305690790e+00,1.399684826499789425e+00,3.851402787870624067e+00 --4.957898398305690790e+00,1.399684826499789425e+00,3.851402787870624067e+00 --4.957898398305690790e+00,1.399684826499789425e+00,3.851402787870624067e+00 --5.086894170081382782e+00,1.184181926340463153e+00,3.752211821079633580e+00 --5.086894170081382782e+00,1.184181926340463153e+00,3.752211821079633580e+00 --5.137982614287897931e+00,1.386242464801010987e+00,3.553583485235304096e+00 --5.137982614287897931e+00,1.386242464801010987e+00,3.553583485235304096e+00 --6.744671995188497249e+00,2.309585566205868190e+00,2.921348493089204190e+00 --7.345853426484554305e+00,3.049562798114545004e+00,4.137675082586815378e+00 --7.345853426484554305e+00,3.049562798114545004e+00,4.137675082586815378e+00 --4.937928139408848338e+00,1.507509838047163875e+00,3.889919988541683971e+00 --5.360920810740570808e+00,1.491245823645363844e+00,4.659613555286905573e+00 --5.004803486357500830e+00,1.291777626833768178e+00,4.188925373763909832e+00 --5.836486434004615198e+00,2.435940465467469451e+00,4.186407473794536926e+00 --5.142321001415544046e+00,1.954339949524420472e+00,4.100707888782364030e+00 --5.352199404297779850e+00,1.548331811031699701e+00,4.651236752280984987e+00 --5.352199404297779850e+00,1.548331811031699701e+00,4.651236752280984987e+00 --5.352199404297779850e+00,1.548331811031699701e+00,4.651236752280984987e+00 --4.997990636827847055e+00,1.650459775184581313e+00,3.777293107289959373e+00 --4.997990636827847055e+00,1.650459775184581313e+00,3.777293107289959373e+00 --5.479284013332622827e+00,1.498464710570464264e+00,4.743994303338607388e+00 --5.479284013332622827e+00,1.498464710570464264e+00,4.743994303338607388e+00 --5.958948662296402965e+00,8.438110396689574300e-01,4.776279960978883743e+00 --5.591566572833897020e+00,1.515807096123066522e+00,3.184179814096658845e+00 --5.655063701588554537e+00,1.226471929365575253e+00,3.190993224166278619e+00 --6.701809918182020098e+00,1.105237757761745154e+00,2.727121939278410068e+00 --6.701809918182020098e+00,1.105237757761745154e+00,2.727121939278410068e+00 --6.701809918182020098e+00,1.105237757761745154e+00,2.727121939278410068e+00 --7.294045415370721486e+00,8.059751754864616924e-01,2.626456835221046227e+00 --5.927566736972375239e+00,2.073908547241822831e+00,3.179974644564897979e+00 --5.567728363478414266e+00,2.286931226431005992e+00,3.849290094792957806e+00 --5.567728363478414266e+00,2.286931226431005992e+00,3.849290094792957806e+00 --5.567728363478414266e+00,2.286931226431005992e+00,3.849290094792957806e+00 --5.567728363478414266e+00,2.286931226431005992e+00,3.849290094792957806e+00 --6.110880732405187032e+00,1.180163157957115683e+00,2.959408344229816468e+00 --5.161001125667537437e+00,1.246007627438988408e+00,4.413200759352732483e+00 --5.312499089109515182e+00,8.823640374383872054e-01,3.927399903296111106e+00 --5.312499089109515182e+00,8.823640374383872054e-01,3.927399903296111106e+00 --5.089412524646741431e+00,1.266587459979751973e+00,3.669580602885746501e+00 --5.173764085690498504e+00,1.065996907920943482e+00,3.755763907381350908e+00 --5.207263552534953988e+00,1.056781493609675326e+00,4.291662090970686627e+00 --5.736663330909661518e+00,1.790708049641458244e+00,3.147710126796856578e+00 --5.736663330909661518e+00,1.790708049641458244e+00,3.147710126796856578e+00 --5.736663330909661518e+00,1.790708049641458244e+00,3.147710126796856578e+00 --5.736663330909661518e+00,1.790708049641458244e+00,3.147710126796856578e+00 --5.678388023614692415e+00,1.559552417529203927e+00,3.134501646239330697e+00 --5.862177809921066185e+00,1.637709396062009715e+00,3.042158781770897047e+00 --5.862897090246379506e+00,7.745741332629737519e-01,3.358984969523707065e+00 --7.528870170794853323e+00,8.813492889154384002e-02,4.780866863786700449e+00 --5.691720871941949866e+00,1.107878787418440814e+00,4.782437022236822877e+00 --4.957358600955361183e+00,1.322497720594464798e+00,3.990130403123199443e+00 --5.737182216041613714e+00,2.400372843045911697e+00,3.972489516028519851e+00 --5.737182216041613714e+00,2.400372843045911697e+00,3.972489516028519851e+00 --5.737182216041613714e+00,2.400372843045911697e+00,3.972489516028519851e+00 --5.009929300899804261e+00,1.690623345909077591e+00,3.781281212339813180e+00 --5.009929300899804261e+00,1.690623345909077591e+00,3.781281212339813180e+00 --5.307471508998507836e+00,1.087461857456633929e+00,4.459923533999606171e+00 --5.307471508998507836e+00,1.087461857456633929e+00,4.459923533999606171e+00 --5.353886585953406829e+00,1.303484977053964711e+00,4.624110806581039235e+00 --5.353886585953406829e+00,1.303484977053964711e+00,4.624110806581039235e+00 --5.353886585953406829e+00,1.303484977053964711e+00,4.624110806581039235e+00 --5.845413172987464101e+00,1.129035250175706606e+00,4.884332626649369402e+00 --5.845413172987464101e+00,1.129035250175706606e+00,4.884332626649369402e+00 --5.845413172987464101e+00,1.129035250175706606e+00,4.884332626649369402e+00 --5.845413172987464101e+00,1.129035250175706606e+00,4.884332626649369402e+00 --5.845413172987464101e+00,1.129035250175706606e+00,4.884332626649369402e+00 --5.094996077241257026e+00,1.392871971340766901e+00,4.397197092006162933e+00 --5.210590809323479178e+00,1.722181095353686686e+00,4.485254816949018064e+00 --5.542590397120025436e+00,1.835702949050006749e+00,4.710028023602212066e+00 --6.809159115640169624e+00,3.387794357095341713e-01,3.268582346473363209e+00 --6.809159115640169624e+00,3.387794357095341713e-01,3.268582346473363209e+00 --6.809159115640169624e+00,3.387794357095341713e-01,3.268582346473363209e+00 --6.809159115640169624e+00,3.387794357095341713e-01,3.268582346473363209e+00 --6.809159115640169624e+00,3.387794357095341713e-01,3.268582346473363209e+00 --6.809159115640169624e+00,3.387794357095341713e-01,3.268582346473363209e+00 --5.883356899424924791e+00,1.616026604228041785e+00,3.028331026677529625e+00 --5.163838571171876168e+00,1.634528827254962735e+00,3.530972886721257975e+00 --4.934697569815085672e+00,1.475497749839976835e+00,3.908659555872052938e+00 --4.934697569815085672e+00,1.475497749839976835e+00,3.908659555872052938e+00 --4.934697569815085672e+00,1.475497749839976835e+00,3.908659555872052938e+00 --5.530545785480478038e+00,2.170140841608845683e+00,3.605407925739029462e+00 --5.530545785480478038e+00,2.170140841608845683e+00,3.605407925739029462e+00 --5.215552995948966597e+00,1.299293840223900265e+00,3.500484334021237487e+00 --5.215552995948966597e+00,1.299293840223900265e+00,3.500484334021237487e+00 --5.423107715621491742e+00,1.500929062622471832e+00,3.294767613020045172e+00 --5.436790435115930187e+00,1.249686083718738239e+00,3.330388735449307802e+00 --5.255595723758183624e+00,1.777449233961716946e+00,3.497144639569637281e+00 --5.255595723758183624e+00,1.777449233961716946e+00,3.497144639569637281e+00 --5.255595723758183624e+00,1.777449233961716946e+00,3.497144639569637281e+00 --4.940268458658970907e+00,1.512447747485905047e+00,4.119830628066480038e+00 --4.940268458658970907e+00,1.512447747485905047e+00,4.119830628066480038e+00 --4.940268458658970907e+00,1.512447747485905047e+00,4.119830628066480038e+00 --4.940268458658970907e+00,1.512447747485905047e+00,4.119830628066480038e+00 --4.940268458658970907e+00,1.512447747485905047e+00,4.119830628066480038e+00 --5.535823855936163440e+00,2.279593513356747536e+00,4.047996635814975264e+00 --5.535823855936163440e+00,2.279593513356747536e+00,4.047996635814975264e+00 --5.535823855936163440e+00,2.279593513356747536e+00,4.047996635814975264e+00 --6.717781259309095532e+00,2.364848794653851893e+00,2.978205652356510136e+00 --5.997599687563576865e+00,1.954456029195873468e+00,3.069776762130505876e+00 --5.069351058310014757e+00,1.874480595101459590e+00,3.942024062027591036e+00 --5.069351058310014757e+00,1.874480595101459590e+00,3.942024062027591036e+00 --5.824418523365971545e+00,1.968538300205495695e+00,3.175902765574458719e+00 --5.824418523365971545e+00,1.968538300205495695e+00,3.175902765574458719e+00 --5.478376700587284986e+00,1.063578312943932458e+00,3.398203789613352566e+00 --5.008623739382976225e+00,1.594441373323634448e+00,4.271938290001667582e+00 --5.008623739382976225e+00,1.594441373323634448e+00,4.271938290001667582e+00 --5.008623739382976225e+00,1.594441373323634448e+00,4.271938290001667582e+00 --5.008623739382976225e+00,1.594441373323634448e+00,4.271938290001667582e+00 --5.008623739382976225e+00,1.594441373323634448e+00,4.271938290001667582e+00 --5.619466422263349692e+00,1.811925902708526159e+00,4.772278784289799347e+00 --5.237430419940999116e+00,2.049004080802041994e+00,3.898655013024751259e+00 --5.165978601924482660e+00,1.805587701342433959e+00,4.383197893906059406e+00 --5.083110026640520474e+00,1.895851816222537511e+00,4.025636564027732511e+00 --4.938424247662390520e+00,1.387787158160690204e+00,3.991146019536622624e+00 --4.938424247662390520e+00,1.387787158160690204e+00,3.991146019536622624e+00 --7.241632545780218422e+00,3.574003175207973726e-02,4.414513158232796108e+00 --7.241632545780218422e+00,3.574003175207973726e-02,4.414513158232796108e+00 --5.131516421880237822e+00,1.048447401038362869e+00,4.043157148104778997e+00 --5.875073761767557912e+00,5.267662696046824244e-01,4.046214012698330365e+00 --6.064217734815004590e+00,4.336333829000361129e-01,4.036412084959422053e+00 --6.064217734815004590e+00,4.336333829000361129e-01,4.036412084959422053e+00 --6.023393697252307000e+00,4.559629009740579497e-01,3.912672453995822863e+00 --7.643996582989377231e+00,-1.406758229603043975e-01,3.837441413255975320e+00 --8.548150875855611730e+00,-4.012810147397404270e-01,3.913240297216139751e+00 --7.800469488062897305e+00,-1.345423164013422324e-01,3.549459467819441105e+00 --7.800469488062897305e+00,-1.345423164013422324e-01,3.549459467819441105e+00 --7.800469488062897305e+00,-1.345423164013422324e-01,3.549459467819441105e+00 --7.800469488062897305e+00,-1.345423164013422324e-01,3.549459467819441105e+00 --7.093185084237281224e+00,2.812088985610258773e-02,3.968332405512907002e+00 --6.407361216485870870e+00,3.416366522266082173e-01,3.626099694835107190e+00 --4.996993233859488903e+00,1.257932049243904560e+00,3.887562425063758376e+00 --4.996993233859488903e+00,1.257932049243904560e+00,3.887562425063758376e+00 --4.996993233859488903e+00,1.257932049243904560e+00,3.887562425063758376e+00 --5.033458828165461085e+00,1.320557226127393458e+00,3.725218293455194729e+00 --5.083342302296871118e+00,1.895868216305877318e+00,3.970393838530067665e+00 --5.083342302296871118e+00,1.895868216305877318e+00,3.970393838530067665e+00 --5.083342302296871118e+00,1.895868216305877318e+00,3.970393838530067665e+00 --5.083342302296871118e+00,1.895868216305877318e+00,3.970393838530067665e+00 --5.083342302296871118e+00,1.895868216305877318e+00,3.970393838530067665e+00 --5.083342302296871118e+00,1.895868216305877318e+00,3.970393838530067665e+00 --5.241767500657496193e+00,1.789095689237008013e+00,4.482117257836083724e+00 --5.241767500657496193e+00,1.789095689237008013e+00,4.482117257836083724e+00 --5.241767500657496193e+00,1.789095689237008013e+00,4.482117257836083724e+00 --5.241767500657496193e+00,1.789095689237008013e+00,4.482117257836083724e+00 --5.191376352293971763e+00,1.668215318361138122e+00,4.487160985859851792e+00 --5.245482725790042267e+00,1.544154868269368430e+00,4.563718848877226897e+00 --5.245482725790042267e+00,1.544154868269368430e+00,4.563718848877226897e+00 --4.973089018350455248e+00,1.696571265465337319e+00,4.093244963001336778e+00 --4.973089018350455248e+00,1.696571265465337319e+00,4.093244963001336778e+00 --5.896109170334192129e+00,1.148580062771555221e+00,4.920249458154612121e+00 --5.896109170334192129e+00,1.148580062771555221e+00,4.920249458154612121e+00 --5.039352391098568695e+00,1.248395653484518419e+00,4.224262148153440144e+00 --5.039352391098568695e+00,1.248395653484518419e+00,4.224262148153440144e+00 --5.379271088346222029e+00,2.169373367172950040e+00,4.073866439247324500e+00 --5.379271088346222029e+00,2.169373367172950040e+00,4.073866439247324500e+00 --5.146083743912498676e+00,1.058817051154930633e+00,4.160272320574005533e+00 --5.309067694604353349e+00,1.693816456700746098e+00,4.588004033062385467e+00 --5.487649797515432581e+00,7.794002235432641035e-01,3.793525723473250455e+00 --5.487649797515432581e+00,7.794002235432641035e-01,3.793525723473250455e+00 --5.487649797515432581e+00,7.794002235432641035e-01,3.793525723473250455e+00 --5.035518495872635114e+00,1.391559761238535309e+00,3.686942373242080073e+00 --5.035518495872635114e+00,1.391559761238535309e+00,3.686942373242080073e+00 --5.035518495872635114e+00,1.391559761238535309e+00,3.686942373242080073e+00 --5.035518495872635114e+00,1.391559761238535309e+00,3.686942373242080073e+00 --5.035518495872635114e+00,1.391559761238535309e+00,3.686942373242080073e+00 --5.421904034856594556e+00,1.911748858637799087e+00,3.428499536790762026e+00 --5.879271359973165190e+00,6.936157618198941499e-01,4.550692007903841763e+00 --5.302582728905775866e+00,1.034668551881795517e+00,4.400368879259240806e+00 --5.302582728905775866e+00,1.034668551881795517e+00,4.400368879259240806e+00 --4.936725705142819720e+00,1.561616847454605272e+00,3.915295003489261738e+00 --4.936725705142819720e+00,1.561616847454605272e+00,3.915295003489261738e+00 --4.936725705142819720e+00,1.561616847454605272e+00,3.915295003489261738e+00 --5.124696852495731036e+00,1.901034361275316220e+00,4.195228483458587121e+00 --5.124696852495731036e+00,1.901034361275316220e+00,4.195228483458587121e+00 --5.170545355103387308e+00,1.257190980100015398e+00,4.431085840801928910e+00 --5.170545355103387308e+00,1.257190980100015398e+00,4.431085840801928910e+00 --5.539376720529296527e+00,1.252106165666176052e+00,4.743082252923510822e+00 --6.633471429862278335e+00,4.461629068492996009e-01,4.772751368904170732e+00 --5.249775440980254615e+00,1.226520842542245360e+00,3.500770134509401998e+00 --5.566752334079842157e+00,7.165404541218156620e-01,3.835108092274058134e+00 --5.375375333759650154e+00,8.373597997599420140e-01,3.897388275685598202e+00 --5.375375333759650154e+00,8.373597997599420140e-01,3.897388275685598202e+00 --5.375375333759650154e+00,8.373597997599420140e-01,3.897388275685598202e+00 --5.990600462704544604e+00,4.711506275902177521e-01,3.920531145862979461e+00 --5.990600462704544604e+00,4.711506275902177521e-01,3.920531145862979461e+00 --5.990600462704544604e+00,4.711506275902177521e-01,3.920531145862979461e+00 --5.990600462704544604e+00,4.711506275902177521e-01,3.920531145862979461e+00 --6.121855504547001559e+00,7.623422861029682807e-01,3.192558070907562939e+00 --6.121855504547001559e+00,7.623422861029682807e-01,3.192558070907562939e+00 --6.726438236781651980e+00,9.194852716762187406e-01,2.790170774794174857e+00 --6.726438236781651980e+00,9.194852716762187406e-01,2.790170774794174857e+00 --6.726438236781651980e+00,9.194852716762187406e-01,2.790170774794174857e+00 --5.764483427153654915e+00,1.962409591874731296e+00,3.209489618235656039e+00 --4.954045317154064598e+00,1.596300031042080292e+00,3.862096090132773885e+00 --5.061112925975839616e+00,1.851538872602592756e+00,3.891467911627724430e+00 --5.061112925975839616e+00,1.851538872602592756e+00,3.891467911627724430e+00 --6.985461737496378554e+00,1.321308868168161732e+00,5.424000380646839758e+00 --6.985461737496378554e+00,1.321308868168161732e+00,5.424000380646839758e+00 --5.168858651688363892e+00,1.979538744144975215e+00,4.114660855279963059e+00 --5.123820002780312244e+00,1.265142065808334770e+00,3.621968756967304692e+00 --5.123820002780312244e+00,1.265142065808334770e+00,3.621968756967304692e+00 --5.123820002780312244e+00,1.265142065808334770e+00,3.621968756967304692e+00 --5.123820002780312244e+00,1.265142065808334770e+00,3.621968756967304692e+00 --5.123820002780312244e+00,1.265142065808334770e+00,3.621968756967304692e+00 --5.123820002780312244e+00,1.265142065808334770e+00,3.621968756967304692e+00 --5.628951190771272373e+00,1.088050996905451262e+00,3.269592526871480498e+00 --4.992724090702316708e+00,1.495042309266406910e+00,3.741261948708319629e+00 --5.033984122516269366e+00,1.716796719109392244e+00,4.247445291490829611e+00 --5.033984122516269366e+00,1.716796719109392244e+00,4.247445291490829611e+00 --5.026607842135577542e+00,1.302643361215199747e+00,3.751194721831603740e+00 --4.969556913296090173e+00,1.347419570027347469e+00,4.143254992467137576e+00 --5.151948396113941619e+00,1.112930208439040891e+00,3.723646531130497817e+00 --5.151948396113941619e+00,1.112930208439040891e+00,3.723646531130497817e+00 --5.788684222554181247e+00,2.368582264929735892e+00,3.670614300879620817e+00 --5.788684222554181247e+00,2.368582264929735892e+00,3.670614300879620817e+00 --5.788684222554181247e+00,2.368582264929735892e+00,3.670614300879620817e+00 --6.636975822925600177e+00,2.094687948435647762e+00,5.165147172717811763e+00 --6.636975822925600177e+00,2.094687948435647762e+00,5.165147172717811763e+00 --4.959730204414729116e+00,1.339540082171144064e+00,4.090712107055206381e+00 --5.565680530736232257e+00,8.354423176328709122e-01,4.445297074686519245e+00 --5.565680530736232257e+00,8.354423176328709122e-01,4.445297074686519245e+00 --5.565680530736232257e+00,8.354423176328709122e-01,4.445297074686519245e+00 --5.171334778525926268e+00,1.171785042733871851e+00,4.371289088897087005e+00 --5.171334778525926268e+00,1.171785042733871851e+00,4.371289088897087005e+00 --5.547742679960679268e+00,7.191039385915354298e-01,3.889592172294096262e+00 --5.547742679960679268e+00,7.191039385915354298e-01,3.889592172294096262e+00 --5.547742679960679268e+00,7.191039385915354298e-01,3.889592172294096262e+00 --5.192780382302922604e+00,1.014095616026668090e+00,4.175849876655425952e+00 --4.942041552967012308e+00,1.616009872597690356e+00,4.053189562962952408e+00 --4.942041552967012308e+00,1.616009872597690356e+00,4.053189562962952408e+00 --5.515386973032763152e+00,2.227860161028390351e+00,3.755352444929857647e+00 --5.515386973032763152e+00,2.227860161028390351e+00,3.755352444929857647e+00 --5.515386973032763152e+00,2.227860161028390351e+00,3.755352444929857647e+00 --5.515386973032763152e+00,2.227860161028390351e+00,3.755352444929857647e+00 --5.515386973032763152e+00,2.227860161028390351e+00,3.755352444929857647e+00 --5.491993875953419924e+00,1.104056312156433295e+00,4.639897131726315571e+00 --5.491993875953419924e+00,1.104056312156433295e+00,4.639897131726315571e+00 --5.491993875953419924e+00,1.104056312156433295e+00,4.639897131726315571e+00 --5.491993875953419924e+00,1.104056312156433295e+00,4.639897131726315571e+00 --5.245342190166068619e+00,1.510980702683754950e+00,4.565214544678345199e+00 --5.070319101618603774e+00,1.880213935325958374e+00,4.001527148932183309e+00 --5.166603499454931914e+00,1.354395522990611056e+00,3.531333057586665714e+00 --5.166603499454931914e+00,1.354395522990611056e+00,3.531333057586665714e+00 --5.166603499454931914e+00,1.354395522990611056e+00,3.531333057586665714e+00 --5.166603499454931914e+00,1.354395522990611056e+00,3.531333057586665714e+00 --5.380844103763886999e+00,8.875759056365426503e-01,4.282889907187045431e+00 --5.380844103763886999e+00,8.875759056365426503e-01,4.282889907187045431e+00 --5.632323450806907772e+00,7.111441987750755089e-01,4.290303019037005505e+00 --5.041425849713880858e+00,1.247795776028909565e+00,4.228177006524168391e+00 --4.987682578688319879e+00,1.733464674153146756e+00,4.086155045076847792e+00 --4.987682578688319879e+00,1.733464674153146756e+00,4.086155045076847792e+00 --4.987682578688319879e+00,1.733464674153146756e+00,4.086155045076847792e+00 --4.951255414699670787e+00,1.516026305021961340e+00,3.841115011947876301e+00 --5.518667742250947583e+00,1.817555541001507624e+00,3.298521498681893593e+00 --5.518667742250947583e+00,1.817555541001507624e+00,3.298521498681893593e+00 --5.619985934923738213e+00,1.538669099953474895e+00,3.167692062507009521e+00 --5.400980876346442194e+00,1.268282125834062413e+00,3.350743833052183707e+00 --5.400980876346442194e+00,1.268282125834062413e+00,3.350743833052183707e+00 --5.400980876346442194e+00,1.268282125834062413e+00,3.350743833052183707e+00 --5.400980876346442194e+00,1.268282125834062413e+00,3.350743833052183707e+00 --6.016304774634109620e+00,6.434964902329890490e-01,3.402545081556599182e+00 --7.044190222163701165e+00,1.093617981054328947e-01,3.570393807334605984e+00 --5.547215804231949932e+00,7.885813061309273619e-01,4.339624959958602091e+00 --5.547215804231949932e+00,7.885813061309273619e-01,4.339624959958602091e+00 --5.547215804231949932e+00,7.885813061309273619e-01,4.339624959958602091e+00 --7.124665685306522001e+00,8.298510576778728165e-02,4.437012976937644737e+00 --7.452544545006631438e+00,1.954412120945692166e-01,4.908249294569863252e+00 --7.452544545006631438e+00,1.954412120945692166e-01,4.908249294569863252e+00 --7.452544545006631438e+00,1.954412120945692166e-01,4.908249294569863252e+00 --6.207968768498126622e+00,1.156341457854760613e+00,5.078940889062067754e+00 --5.784961745490690532e+00,1.497939979007236744e+00,4.926932235379431368e+00 --6.649230327876331614e+00,6.775237398782938403e-01,5.023234575546513092e+00 --6.424906462630771919e+00,1.984285374369829880e+00,5.124553247286919522e+00 --6.424906462630771919e+00,1.984285374369829880e+00,5.124553247286919522e+00 --6.694187068818058250e+00,2.647681285205964574e+00,4.671759334574036693e+00 --6.694187068818058250e+00,2.647681285205964574e+00,4.671759334574036693e+00 --6.694187068818058250e+00,2.647681285205964574e+00,4.671759334574036693e+00 --6.694187068818058250e+00,2.647681285205964574e+00,4.671759334574036693e+00 --6.694187068818058250e+00,2.647681285205964574e+00,4.671759334574036693e+00 --6.694187068818058250e+00,2.647681285205964574e+00,4.671759334574036693e+00 --6.694187068818058250e+00,2.647681285205964574e+00,4.671759334574036693e+00 --6.694187068818058250e+00,2.647681285205964574e+00,4.671759334574036693e+00 --6.353523468313921896e+00,2.522260539622749764e+00,4.618670125854994701e+00 --6.240104651389161816e+00,1.892020811674622882e+00,5.077344049867283715e+00 --6.240104651389161816e+00,1.892020811674622882e+00,5.077344049867283715e+00 --6.240104651389161816e+00,1.892020811674622882e+00,5.077344049867283715e+00 --5.871560636119462551e+00,1.493924934270820515e+00,4.972506862123428739e+00 --5.561178836002166115e+00,1.516337888114427823e+00,4.796967864217520194e+00 --5.561178836002166115e+00,1.516337888114427823e+00,4.796967864217520194e+00 --5.335811243753501465e+00,1.435625112536514258e+00,4.637113007871346504e+00 --5.491551352151705423e+00,2.199857703358753636e+00,4.275674471764117968e+00 --5.635666498719053230e+00,2.152213833244309704e+00,3.466586950267312783e+00 --8.706248428668070360e+00,2.948775852916230900e+00,2.703256839672471212e+00 --8.706248428668070360e+00,2.948775852916230900e+00,2.703256839672471212e+00 --6.596950716245982171e+00,2.279856502824581632e+00,2.968971184481488557e+00 --5.994179213360707692e+00,2.527500274052049800e+00,3.887446602161555909e+00 --6.013870706015490342e+00,2.524952607494237444e+00,3.806121879554285048e+00 --6.013870706015490342e+00,2.524952607494237444e+00,3.806121879554285048e+00 --6.207945498826406450e+00,2.632286837771019794e+00,3.989142605366840399e+00 --5.709870567133751962e+00,2.016832892043751713e+00,3.280972743203184550e+00 --5.709870567133751962e+00,2.016832892043751713e+00,3.280972743203184550e+00 --5.709870567133751962e+00,2.016832892043751713e+00,3.280972743203184550e+00 --5.709870567133751962e+00,2.016832892043751713e+00,3.280972743203184550e+00 --5.186264515017009913e+00,1.965331693561807480e+00,3.790293545246649742e+00 --5.186264515017009913e+00,1.965331693561807480e+00,3.790293545246649742e+00 --5.186264515017009913e+00,1.965331693561807480e+00,3.790293545246649742e+00 --6.545716271254322649e+00,2.643393606954509423e+00,4.559118232586980568e+00 --6.545716271254322649e+00,2.643393606954509423e+00,4.559118232586980568e+00 --6.545716271254322649e+00,2.643393606954509423e+00,4.559118232586980568e+00 --7.790730464507239716e+00,2.568412467806311827e+00,5.312810393897220429e+00 --7.790730464507239716e+00,2.568412467806311827e+00,5.312810393897220429e+00 --6.610287456903670034e+00,1.625582420171675313e+00,5.291805859960700076e+00 --6.610287456903670034e+00,1.625582420171675313e+00,5.291805859960700076e+00 --6.610287456903670034e+00,1.625582420171675313e+00,5.291805859960700076e+00 --5.788526026750853148e+00,7.869678853540565955e-01,4.595279008042192359e+00 --5.788526026750853148e+00,7.869678853540565955e-01,4.595279008042192359e+00 --5.788526026750853148e+00,7.869678853540565955e-01,4.595279008042192359e+00 --5.062294377775200083e+00,1.329231237993991677e+00,4.327686244568557328e+00 --4.968849424717114438e+00,1.673663456137422179e+00,3.886262161525598113e+00 --4.968849424717114438e+00,1.673663456137422179e+00,3.886262161525598113e+00 --4.968849424717114438e+00,1.673663456137422179e+00,3.886262161525598113e+00 --4.955089504809999212e+00,1.496827261779638540e+00,4.171246330540228975e+00 --4.955089504809999212e+00,1.496827261779638540e+00,4.171246330540228975e+00 --4.955089504809999212e+00,1.496827261779638540e+00,4.171246330540228975e+00 --5.847246928036572200e+00,2.133422885100409783e+00,3.278703775242824303e+00 --5.847246928036572200e+00,2.133422885100409783e+00,3.278703775242824303e+00 --5.847246928036572200e+00,2.133422885100409783e+00,3.278703775242824303e+00 --5.634023829024876306e+00,8.758231811749894735e-01,3.435488711319538258e+00 --5.634023829024876306e+00,8.758231811749894735e-01,3.435488711319538258e+00 --5.053000459278138123e+00,1.251600506970273807e+00,4.256015660306204929e+00 --5.023255835529060853e+00,1.188006282714444417e+00,3.987286893192009352e+00 --5.023255835529060853e+00,1.188006282714444417e+00,3.987286893192009352e+00 --5.475394511538279829e+00,7.597534924959377101e-01,3.959067288782349703e+00 --5.475394511538279829e+00,7.597534924959377101e-01,3.959067288782349703e+00 --6.089741641144918560e+00,7.440512337512396046e-01,4.769759034460268055e+00 --6.089741641144918560e+00,7.440512337512396046e-01,4.769759034460268055e+00 --5.818478553144915466e+00,8.937224616568799629e-01,3.275326303204793454e+00 --5.300949831178166427e+00,1.397726831157537042e+00,3.396066313827091676e+00 --5.300949831178166427e+00,1.397726831157537042e+00,3.396066313827091676e+00 --5.300949831178166427e+00,1.397726831157537042e+00,3.396066313827091676e+00 --5.300949831178166427e+00,1.397726831157537042e+00,3.396066313827091676e+00 --6.297909808073320015e+00,2.350898637706916983e+00,3.194936534425302455e+00 --5.037659681940933609e+00,1.575577291027837390e+00,4.325873629192569680e+00 --5.037659681940933609e+00,1.575577291027837390e+00,4.325873629192569680e+00 --5.762267758481039337e+00,8.504882031157887656e-01,3.356068286717767357e+00 --5.265491772984376873e+00,1.893984244404749884e+00,4.429550992696448475e+00 --5.265491772984376873e+00,1.893984244404749884e+00,4.429550992696448475e+00 --5.363013876713665695e+00,1.711710046232656213e+00,4.626449200030729791e+00 --5.696606420417888117e+00,1.848406224503414963e+00,4.805894155783793309e+00 --4.999808051605766579e+00,1.303333463914066126e+00,4.188085598521088748e+00 --5.104321132927292837e+00,1.815062832959098760e+00,3.718393161666147861e+00 --5.074437883800355209e+00,1.726291913123468191e+00,3.687788979956527768e+00 --5.074437883800355209e+00,1.726291913123468191e+00,3.687788979956527768e+00 --5.074437883800355209e+00,1.726291913123468191e+00,3.687788979956527768e+00 --5.108780007461051653e+00,1.871628525921888997e+00,3.788061062181852012e+00 --5.808160079918017971e+00,2.297124495888861251e+00,3.503010578429222477e+00 --5.466258706155436187e+00,2.180780779297867067e+00,4.277564594059353631e+00 --5.466258706155436187e+00,2.180780779297867067e+00,4.277564594059353631e+00 --7.006122428801543123e+00,1.925309403433289379e+00,2.621783686305349637e+00 --6.576639202868056699e+00,2.027857452037844066e+00,2.828568576323188921e+00 --6.576639202868056699e+00,2.027857452037844066e+00,2.828568576323188921e+00 --6.169911040919388689e+00,4.180208159231986187e-01,3.728931829007540166e+00 --6.169911040919388689e+00,4.180208159231986187e-01,3.728931829007540166e+00 --6.169911040919388689e+00,4.180208159231986187e-01,3.728931829007540166e+00 --6.169911040919388689e+00,4.180208159231986187e-01,3.728931829007540166e+00 --6.169911040919388689e+00,4.180208159231986187e-01,3.728931829007540166e+00 --6.169911040919388689e+00,4.180208159231986187e-01,3.728931829007540166e+00 --6.734374439626277464e+00,1.591452046137155074e-01,3.896420443632966357e+00 --6.734374439626277464e+00,1.591452046137155074e-01,3.896420443632966357e+00 --7.714276752760003575e+00,4.206655499820030064e-01,2.725810153491379673e+00 --5.292217362213978760e+00,1.408665222148238749e+00,3.401567725009706944e+00 --4.989115052760878299e+00,1.368746570528847295e+00,4.214787004248974789e+00 --4.989115052760878299e+00,1.368746570528847295e+00,4.214787004248974789e+00 --4.989115052760878299e+00,1.368746570528847295e+00,4.214787004248974789e+00 --4.989115052760878299e+00,1.368746570528847295e+00,4.214787004248974789e+00 --4.989115052760878299e+00,1.368746570528847295e+00,4.214787004248974789e+00 --4.989115052760878299e+00,1.368746570528847295e+00,4.214787004248974789e+00 --5.103687562585245807e+00,1.916377170842706645e+00,4.067553544448668568e+00 --7.718779001195480660e+00,3.166881949687541109e+00,3.879461897382400437e+00 --7.718779001195480660e+00,3.166881949687541109e+00,3.879461897382400437e+00 --7.667116924341492279e+00,3.154541029259089857e+00,4.062102930857351524e+00 --7.667116924341492279e+00,3.154541029259089857e+00,4.062102930857351524e+00 --6.633722010325380225e+00,2.746750056573106225e+00,3.608104383870339493e+00 --5.681913148145708803e+00,2.340430391068248905e+00,3.776760726806666302e+00 --5.479359272842835082e+00,2.241870803087015140e+00,3.943141829512623708e+00 --5.796300775763167046e+00,2.396156763737222306e+00,3.740289203627372050e+00 --5.796300775763167046e+00,2.396156763737222306e+00,3.740289203627372050e+00 --5.814246394342592161e+00,1.708090127832692318e+00,3.080657430430595589e+00 --5.715101507329965358e+00,1.833705836518358279e+00,3.176599860830193300e+00 --5.715101507329965358e+00,1.833705836518358279e+00,3.176599860830193300e+00 --5.133512650460239968e+00,1.213647896833450979e+00,3.645372039097811712e+00 --5.133512650460239968e+00,1.213647896833450979e+00,3.645372039097811712e+00 --6.197134287677863007e+00,1.527566463476128344e+00,2.872782077435515724e+00 --5.748079427007586339e+00,1.848540079245428736e+00,3.162835077569248643e+00 --5.731820293798539190e+00,2.199200947423538111e+00,3.436808916883554055e+00 --5.731820293798539190e+00,2.199200947423538111e+00,3.436808916883554055e+00 --5.731820293798539190e+00,2.199200947423538111e+00,3.436808916883554055e+00 --5.731820293798539190e+00,2.199200947423538111e+00,3.436808916883554055e+00 --5.731820293798539190e+00,2.199200947423538111e+00,3.436808916883554055e+00 --5.673273364161442345e+00,2.045484335554751620e+00,3.329204896404913683e+00 --5.673273364161442345e+00,2.045484335554751620e+00,3.329204896404913683e+00 --5.709881570712833643e+00,1.951101716106628858e+00,4.761993884240416364e+00 --5.709881570712833643e+00,1.951101716106628858e+00,4.761993884240416364e+00 --5.556579976851478975e+00,2.193471304928356957e+00,4.387199423131995957e+00 --5.633941747506096220e+00,7.040713080777387667e-01,4.273285806551171184e+00 --5.633941747506096220e+00,7.040713080777387667e-01,4.273285806551171184e+00 --5.633941747506096220e+00,7.040713080777387667e-01,4.273285806551171184e+00 --6.464616019373151445e+00,2.697660378135202652e-01,4.159330740403150983e+00 --6.464616019373151445e+00,2.697660378135202652e-01,4.159330740403150983e+00 --5.945313256109951539e+00,5.276150932944183580e-01,4.272078511651394628e+00 --5.945313256109951539e+00,5.276150932944183580e-01,4.272078511651394628e+00 --5.945313256109951539e+00,5.276150932944183580e-01,4.272078511651394628e+00 --5.945313256109951539e+00,5.276150932944183580e-01,4.272078511651394628e+00 --8.811343986335026912e+00,1.120954566405794051e-01,5.399753846945460012e+00 --8.811343986335026912e+00,1.120954566405794051e-01,5.399753846945460012e+00 --9.526842213122975522e+00,-1.581381467231268156e-01,5.360759334594431103e+00 --9.526842213122975522e+00,-1.581381467231268156e-01,5.360759334594431103e+00 --6.884125358349637125e+00,3.777147914813949181e-01,4.835970774771042535e+00 --5.557710884817388397e+00,1.026170590792964799e+00,4.638312183002337719e+00 --5.252419084966873264e+00,1.656249677817898558e+00,4.549773580967642950e+00 --6.521879940435684198e+00,2.125217724650148021e+00,5.097829041517979221e+00 --6.521879940435684198e+00,2.125217724650148021e+00,5.097829041517979221e+00 --6.873875632311240658e+00,2.320140775474405892e+00,5.129376202997384837e+00 --5.545753811112889231e+00,2.148548567304129353e+00,4.446524841573187281e+00 --5.545753811112889231e+00,2.148548567304129353e+00,4.446524841573187281e+00 --5.545753811112889231e+00,2.148548567304129353e+00,4.446524841573187281e+00 --6.444218985317817783e+00,2.645980051048427040e+00,4.452984078194997863e+00 --6.444218985317817783e+00,2.645980051048427040e+00,4.452984078194997863e+00 --8.293549623107583812e+00,3.190797456154584211e+00,4.713441975601435630e+00 --8.293549623107583812e+00,3.190797456154584211e+00,4.713441975601435630e+00 --6.178204433936770101e+00,2.584521287522703936e+00,4.276159153439055949e+00 --6.178204433936770101e+00,2.584521287522703936e+00,4.276159153439055949e+00 --6.178204433936770101e+00,2.584521287522703936e+00,4.276159153439055949e+00 --5.691455103096551227e+00,2.364562849517851451e+00,4.135026106777292654e+00 --5.691455103096551227e+00,2.364562849517851451e+00,4.135026106777292654e+00 --5.234027509072239681e+00,2.034223752458098833e+00,4.151255937282264163e+00 --5.234027509072239681e+00,2.034223752458098833e+00,4.151255937282264163e+00 --5.234027509072239681e+00,2.034223752458098833e+00,4.151255937282264163e+00 --4.933487914110134653e+00,1.450394963659028758e+00,3.927383736938240055e+00 --4.933487914110134653e+00,1.450394963659028758e+00,3.927383736938240055e+00 --4.933487914110134653e+00,1.450394963659028758e+00,3.927383736938240055e+00 --4.933487914110134653e+00,1.450394963659028758e+00,3.927383736938240055e+00 --4.933487914110134653e+00,1.450394963659028758e+00,3.927383736938240055e+00 --5.428964385778401791e+00,9.180942694878592159e-01,3.594295706509232691e+00 --5.746627681709705726e+00,1.312396645220223812e+00,3.113614908650654378e+00 --4.987643650032440590e+00,1.723842998403947835e+00,3.891446652381049809e+00 --4.987643650032440590e+00,1.723842998403947835e+00,3.891446652381049809e+00 --4.928280105403175071e+00,1.472714702338028925e+00,3.957792357137811301e+00 --5.395446552291688569e+00,8.892448059833631957e-01,4.310918819717781680e+00 --5.180505397366816922e+00,2.001586704440311504e+00,4.056232041371742980e+00 --5.268976805495498184e+00,1.496344807860918724e+00,4.585840688453126646e+00 --5.197350569462072301e+00,1.561915569436696183e+00,4.517458113188605573e+00 --5.197350569462072301e+00,1.561915569436696183e+00,4.517458113188605573e+00 --5.197350569462072301e+00,1.561915569436696183e+00,4.517458113188605573e+00 --5.783004393254596920e+00,1.166394192744491409e+00,4.863688268880217436e+00 --6.299747752322025107e+00,3.797275048420407639e-01,4.344939351329903943e+00 --6.299747752322025107e+00,3.797275048420407639e-01,4.344939351329903943e+00 --6.299747752322025107e+00,3.797275048420407639e-01,4.344939351329903943e+00 --6.299747752322025107e+00,3.797275048420407639e-01,4.344939351329903943e+00 --5.767703579761620070e+00,8.169655855111213061e-01,4.612709911431799981e+00 --4.957177906673598144e+00,1.608405503155045935e+00,4.140256981076195331e+00 --4.952035536944277894e+00,1.448447010148918634e+00,3.846299989059851931e+00 --5.195380632364035911e+00,1.059295825972569549e+00,4.274602131346691536e+00 --5.195380632364035911e+00,1.059295825972569549e+00,4.274602131346691536e+00 --5.117480902850388702e+00,1.125624990873827835e+00,3.772909439708566737e+00 --5.117480902850388702e+00,1.125624990873827835e+00,3.772909439708566737e+00 --6.151551821333531400e+00,1.406078794217781258e+00,5.103166576551000588e+00 --6.247204022531827938e+00,1.738681319983461870e+00,5.124491492721972463e+00 --5.351077568504608806e+00,1.888437198432300734e+00,4.523870192471363794e+00 --5.351077568504608806e+00,1.888437198432300734e+00,4.523870192471363794e+00 --5.351077568504608806e+00,1.888437198432300734e+00,4.523870192471363794e+00 --4.990003860226842392e+00,1.251545555640788621e+00,4.050200761810026862e+00 --5.388895412707737087e+00,1.927638200645777289e+00,3.470597649006458951e+00 --5.668430756793137348e+00,1.817246781441594461e+00,4.801268434196303225e+00 --5.668430756793137348e+00,1.817246781441594461e+00,4.801268434196303225e+00 --5.668430756793137348e+00,1.817246781441594461e+00,4.801268434196303225e+00 --5.668430756793137348e+00,1.817246781441594461e+00,4.801268434196303225e+00 --6.163830804123331397e+00,2.462349954780202133e+00,4.558533110781432640e+00 --5.386623425071331184e+00,1.838189415875446819e+00,4.588640137301615241e+00 --5.386623425071331184e+00,1.838189415875446819e+00,4.588640137301615241e+00 --5.386623425071331184e+00,1.838189415875446819e+00,4.588640137301615241e+00 --5.057572179301305759e+00,1.267967797517726813e+00,3.720752612377769442e+00 --5.057572179301305759e+00,1.267967797517726813e+00,3.720752612377769442e+00 --5.057435783552159947e+00,1.147558078618644783e+00,4.086408001866080220e+00 --5.955465544798150823e+00,5.417648395905370062e-01,4.333911349514374400e+00 --6.090870835208530565e+00,7.169619716039226098e-01,4.742945589175562304e+00 --6.090870835208530565e+00,7.169619716039226098e-01,4.742945589175562304e+00 --6.928926721363496632e+00,2.939512061153174982e-01,4.740688122838559337e+00 --7.167732016788630922e+00,1.174600316250643761e+00,5.461537864643184470e+00 --7.162213429427742639e+00,1.756028653763021197e+00,5.473400361429759720e+00 --7.162213429427742639e+00,1.756028653763021197e+00,5.473400361429759720e+00 --5.283742024141164784e+00,1.367014430446915618e+00,4.583354720228709489e+00 --5.405372803366136125e+00,2.162408419921871161e+00,3.797926360541371338e+00 --5.405372803366136125e+00,2.162408419921871161e+00,3.797926360541371338e+00 --5.517753586330078619e+00,2.190499889623068963e+00,3.660574962706169444e+00 --5.878359227134367870e+00,2.428594463437052653e+00,4.300528562352615936e+00 --5.878359227134367870e+00,2.428594463437052653e+00,4.300528562352615936e+00 --5.163452325951954691e+00,1.933943847161663232e+00,3.777759295708911669e+00 --5.004071272330579134e+00,1.588801627020491214e+00,3.734610831889463967e+00 --4.932238770774568515e+00,1.420225900737938085e+00,3.989012232128210211e+00 --5.020418451815285898e+00,1.358592550743941585e+00,3.726745078193474114e+00 --5.119997011229417971e+00,1.935441071746386577e+00,3.931926866921778618e+00 --5.119997011229417971e+00,1.935441071746386577e+00,3.931926866921778618e+00 --5.462941770185427259e+00,1.967497015256951531e+00,3.435523093393025640e+00 --5.478296651672907913e+00,2.239562523832673069e+00,4.074764912870032951e+00 --5.005591264242008620e+00,1.553569079921328200e+00,3.722569855459611166e+00 --5.005591264242008620e+00,1.553569079921328200e+00,3.722569855459611166e+00 --5.005591264242008620e+00,1.553569079921328200e+00,3.722569855459611166e+00 --5.340658821908323972e+00,1.453454045759304369e+00,3.357552987995542360e+00 --5.340658821908323972e+00,1.453454045759304369e+00,3.357552987995542360e+00 --5.340658821908323972e+00,1.453454045759304369e+00,3.357552987995542360e+00 --5.805384526846474103e+00,1.696690189312910046e+00,3.082970358463896332e+00 --5.033801063935354314e+00,1.811269760501359016e+00,3.894368246658070909e+00 --5.192013494546257490e+00,1.078175738166420317e+00,4.297192957278805459e+00 --5.192013494546257490e+00,1.078175738166420317e+00,4.297192957278805459e+00 --5.024025404020132868e+00,1.759685141288283905e+00,4.175598686201024812e+00 --5.540329446207788777e+00,1.095229549239875144e+00,4.671368896792622571e+00 --5.540329446207788777e+00,1.095229549239875144e+00,4.671368896792622571e+00 --5.540329446207788777e+00,1.095229549239875144e+00,4.671368896792622571e+00 --5.665613306469401422e+00,8.462927240932724970e-01,3.440959776869931375e+00 --5.417281233661802808e+00,8.002563990799052007e-01,4.043428030285646457e+00 --5.613084408103148348e+00,6.923101558813657963e-01,3.813004302209720198e+00 --5.744039805757424233e+00,7.359467508771491140e-01,3.515739424025093207e+00 --6.226701745330140092e+00,3.793589473230019049e-01,3.787605923890427828e+00 --6.151313577041181091e+00,7.879261364551254365e-01,3.152350156563002770e+00 --6.151313577041181091e+00,7.879261364551254365e-01,3.152350156563002770e+00 --5.419579730973148379e+00,1.293466329536239412e+00,4.671691477628847622e+00 --5.419579730973148379e+00,1.293466329536239412e+00,4.671691477628847622e+00 --5.419579730973148379e+00,1.293466329536239412e+00,4.671691477628847622e+00 --5.419579730973148379e+00,1.293466329536239412e+00,4.671691477628847622e+00 --5.419579730973148379e+00,1.293466329536239412e+00,4.671691477628847622e+00 --5.419579730973148379e+00,1.293466329536239412e+00,4.671691477628847622e+00 --5.452725669226254013e+00,7.742846773388649684e-01,3.982427098634330420e+00 --5.452725669226254013e+00,7.742846773388649684e-01,3.982427098634330420e+00 --5.213813084459103742e+00,1.235387789573693551e+00,4.466946816815060117e+00 --5.409464703134616137e+00,1.210181808030659445e+00,4.632230959317516827e+00 --5.409464703134616137e+00,1.210181808030659445e+00,4.632230959317516827e+00 --5.409464703134616137e+00,1.210181808030659445e+00,4.632230959317516827e+00 --5.020435430774679020e+00,1.807484453732786545e+00,4.011602097596504990e+00 --5.059518845728241843e+00,1.390662348378602697e+00,3.650987119367395728e+00 --5.191387847225393593e+00,1.959638646366948844e+00,3.766834759939089672e+00 --5.191387847225393593e+00,1.959638646366948844e+00,3.766834759939089672e+00 --5.626428310427659341e+00,1.219223357963505450e+00,4.788567470097314427e+00 --5.817833152012671150e+00,1.055993133908275983e+00,4.833628767532278658e+00 --5.817833152012671150e+00,1.055993133908275983e+00,4.833628767532278658e+00 --6.943732565034839155e+00,1.319532872009050006e+00,5.409045793411571879e+00 --7.971464764695113558e+00,9.293480368879691866e-01,5.649262553043877588e+00 --6.542763948353165659e+00,1.955592737307686901e+00,5.187200519392980880e+00 --5.999058388446695034e+00,2.223297555157198069e+00,4.741717535407937056e+00 --4.931107592212439883e+00,1.507906729826683945e+00,4.072738868682407976e+00 --4.931107592212439883e+00,1.507906729826683945e+00,4.072738868682407976e+00 --4.931107592212439883e+00,1.507906729826683945e+00,4.072738868682407976e+00 --4.931107592212439883e+00,1.507906729826683945e+00,4.072738868682407976e+00 --4.931107592212439883e+00,1.507906729826683945e+00,4.072738868682407976e+00 --5.127260273240617394e+00,1.864479536391444592e+00,4.262032074322598341e+00 --6.421381634444034425e+00,1.356798953241844075e+00,5.214545578326607256e+00 --4.960444828353308466e+00,1.572985926069874418e+00,3.828641457375651314e+00 --5.463552608183271708e+00,1.144551219136697329e+00,4.641447300678218646e+00 --5.521840505295781298e+00,7.784698282012567638e-01,4.274737299362804777e+00 --5.521840505295781298e+00,7.784698282012567638e-01,4.274737299362804777e+00 --4.978770975112653652e+00,1.580561635909224272e+00,4.215700405918934024e+00 --5.365796215893317012e+00,9.664758134728084205e-01,4.394200488920454006e+00 --5.365796215893317012e+00,9.664758134728084205e-01,4.394200488920454006e+00 --5.446500656949504915e+00,8.007090915063082015e-01,4.178153724151032478e+00 --5.774933377914100774e+00,5.835568378832660663e-01,4.096494433543557356e+00 --5.528029168972841134e+00,1.121816944881637523e+00,4.677681793303827718e+00 --5.528029168972841134e+00,1.121816944881637523e+00,4.677681793303827718e+00 --5.528029168972841134e+00,1.121816944881637523e+00,4.677681793303827718e+00 --5.697740587858227457e+00,6.433569065241042662e-01,4.195317857451859034e+00 --5.697740587858227457e+00,6.433569065241042662e-01,4.195317857451859034e+00 --5.181218430827568611e+00,1.515465852100847499e+00,4.505198085336507674e+00 --6.406343956545031304e+00,2.558641025373975530e+00,4.599890826002097199e+00 --7.088976451220700525e+00,1.758888799124615154e+00,2.552174420695011658e+00 --7.088976451220700525e+00,1.758888799124615154e+00,2.552174420695011658e+00 --7.489557043142621495e+00,1.649341330981003662e+00,2.405791708343996582e+00 --7.500852606423260127e+00,1.764050279488111883e+00,2.417162066569410683e+00 --7.306671289064903263e+00,1.942880295974898530e+00,2.521901830160324209e+00 --7.306671289064903263e+00,1.942880295974898530e+00,2.521901830160324209e+00 --6.449923820983805456e+00,2.376798192252932651e+00,3.130865592542152243e+00 --6.449923820983805456e+00,2.376798192252932651e+00,3.130865592542152243e+00 --6.449923820983805456e+00,2.376798192252932651e+00,3.130865592542152243e+00 --6.449923820983805456e+00,2.376798192252932651e+00,3.130865592542152243e+00 --5.245671474782903410e+00,1.808536874172721243e+00,3.525951121465371596e+00 --5.339015115511588583e+00,1.829603211034870114e+00,3.448073640810297213e+00 --5.339015115511588583e+00,1.829603211034870114e+00,3.448073640810297213e+00 --5.081012024501114333e+00,1.138220272683274636e+00,3.843880428564964369e+00 --5.221076363997767089e+00,9.788944627459816861e-01,4.154179279484231380e+00 --5.221076363997767089e+00,9.788944627459816861e-01,4.154179279484231380e+00 --5.221076363997767089e+00,9.788944627459816861e-01,4.154179279484231380e+00 --5.234055471095603096e+00,9.519619471875527816e-01,4.089194343690918387e+00 --5.234055471095603096e+00,9.519619471875527816e-01,4.089194343690918387e+00 --5.234055471095603096e+00,9.519619471875527816e-01,4.089194343690918387e+00 --5.234055471095603096e+00,9.519619471875527816e-01,4.089194343690918387e+00 --5.234055471095603096e+00,9.519619471875527816e-01,4.089194343690918387e+00 --5.231605497268297711e+00,1.455416194740952962e+00,3.448761713268906792e+00 --6.835666352388195754e+00,1.768835543976829294e+00,2.644404311800827578e+00 --6.835666352388195754e+00,1.768835543976829294e+00,2.644404311800827578e+00 --6.835666352388195754e+00,1.768835543976829294e+00,2.644404311800827578e+00 --6.427277681264619957e+00,6.782147160423237509e-01,3.091048683637824812e+00 --5.850639673178299915e+00,5.956760642895999602e-01,3.672763449992421769e+00 --5.736420340161092923e+00,6.557593916192732131e-01,3.687071889240767231e+00 --5.736420340161092923e+00,6.557593916192732131e-01,3.687071889240767231e+00 --6.366577490654760751e+00,9.004274364296624977e-01,2.960126883293079825e+00 --6.366577490654760751e+00,9.004274364296624977e-01,2.960126883293079825e+00 --7.114105560091715574e+00,2.096916585255070853e-02,4.028622000526265623e+00 --7.114105560091715574e+00,2.096916585255070853e-02,4.028622000526265623e+00 --5.561399146910352087e+00,8.560987565140889544e-01,3.529855125808056382e+00 --6.101641019937593668e+00,1.127801136554839934e+00,2.981493793259445191e+00 --6.101641019937593668e+00,1.127801136554839934e+00,2.981493793259445191e+00 --6.101641019937593668e+00,1.127801136554839934e+00,2.981493793259445191e+00 --8.909023126944815019e+00,1.852770440660836959e-01,2.498409994949849722e+00 --9.988929420520836544e+00,4.612452485352877551e-02,2.282612044274862306e+00 --9.988929420520836544e+00,4.612452485352877551e-02,2.282612044274862306e+00 --7.053497301807686526e+00,8.550108456874879748e-01,2.691668176719596239e+00 --7.053497301807686526e+00,8.550108456874879748e-01,2.691668176719596239e+00 --7.053497301807686526e+00,8.550108456874879748e-01,2.691668176719596239e+00 --7.638240883501888234e+00,9.779207755608065877e-01,2.437975661491739832e+00 --7.708982182949188910e+00,2.065491070111519445e+00,2.430462520436473817e+00 --7.708982182949188910e+00,2.065491070111519445e+00,2.430462520436473817e+00 --7.708982182949188910e+00,2.065491070111519445e+00,2.430462520436473817e+00 --7.316815939802667756e+00,2.784890077457647273e+00,3.139698136794498051e+00 --7.192759003333245360e+00,2.781751729099456671e+00,3.209989002946725734e+00 --7.192759003333245360e+00,2.781751729099456671e+00,3.209989002946725734e+00 --7.278836111391987274e+00,2.991563969283012270e+00,3.641783718809428194e+00 --7.278836111391987274e+00,2.991563969283012270e+00,3.641783718809428194e+00 --5.281948169786269354e+00,1.214121540370582952e+00,4.523896500549001942e+00 --5.943322558642336162e+00,1.538524961901470478e+00,5.008010046147425953e+00 --8.806828826275832967e+00,2.248321294380639657e+00,5.822385780737334926e+00 --7.998539042304594560e+00,9.215675151009872224e-01,5.654750969148970796e+00 --7.287358217270996086e+00,1.175078387376143230e+00,5.502008665122215092e+00 --7.287358217270996086e+00,1.175078387376143230e+00,5.502008665122215092e+00 --5.876751070251208020e+00,1.628670913933325304e+00,4.966664747128020529e+00 --5.876751070251208020e+00,1.628670913933325304e+00,4.966664747128020529e+00 --4.933802496829749806e+00,1.526925543348909287e+00,4.085576744074690403e+00 --5.364175128687394434e+00,2.161924376528714387e+00,4.016646790254481125e+00 --5.373833209632989494e+00,1.817766971651483043e+00,4.589154672850639827e+00 --4.953174696608629191e+00,1.341921076557433867e+00,4.049311436332537539e+00 --5.331087259204162265e+00,9.421074493855581267e-01,4.306739349210994661e+00 --5.331087259204162265e+00,9.421074493855581267e-01,4.306739349210994661e+00 --6.268381552113282851e+00,9.233601112595141158e-01,5.005044206991887457e+00 --6.268381552113282851e+00,9.233601112595141158e-01,5.005044206991887457e+00 --5.345194915188605123e+00,8.547835851745391178e-01,4.056005003434460576e+00 --5.735614640865162706e+00,2.335286948831435616e+00,4.334897329279201905e+00 --5.735614640865162706e+00,2.335286948831435616e+00,4.334897329279201905e+00 --6.002464611439629394e+00,2.523802514455559365e+00,3.831065426820284170e+00 --6.223343416480981993e+00,2.065183683320175767e+00,4.989018042186759594e+00 --6.223343416480981993e+00,2.065183683320175767e+00,4.989018042186759594e+00 --4.928835528517042874e+00,1.522134288275275082e+00,4.050906472878204490e+00 --4.928835528517042874e+00,1.522134288275275082e+00,4.050906472878204490e+00 --5.880637219087460288e+00,1.993759651368011587e+00,3.156741740064345159e+00 --5.880637219087460288e+00,1.993759651368011587e+00,3.156741740064345159e+00 --5.880637219087460288e+00,1.993759651368011587e+00,3.156741740064345159e+00 --5.880637219087460288e+00,1.993759651368011587e+00,3.156741740064345159e+00 --5.880637219087460288e+00,1.993759651368011587e+00,3.156741740064345159e+00 --6.046411130754044905e+00,2.282976254588428233e+00,3.287535837612844958e+00 --6.675118180433845083e+00,2.306315744073779150e+00,2.951563560117304252e+00 --5.029331854723449347e+00,1.320448280454606049e+00,3.732906567072398651e+00 --5.336026771878550790e+00,1.021541859145225439e+00,3.574147388748580401e+00 --5.176086892846987197e+00,1.658133839147841959e+00,3.525314368297647771e+00 --5.413791816157601744e+00,1.864023475376805683e+00,3.403741169697669378e+00 --5.413791816157601744e+00,1.864023475376805683e+00,3.403741169697669378e+00 --5.413791816157601744e+00,1.864023475376805683e+00,3.403741169697669378e+00 --5.299876002970263400e+00,1.995358689891160164e+00,4.358805850706040985e+00 --5.299876002970263400e+00,1.995358689891160164e+00,4.358805850706040985e+00 --6.037099175527561812e+00,2.488647947102641478e+00,3.634048801889373070e+00 --5.878704251693654292e+00,2.433114606859207107e+00,3.713212187600395175e+00 --5.878704251693654292e+00,2.433114606859207107e+00,3.713212187600395175e+00 --5.878704251693654292e+00,2.433114606859207107e+00,3.713212187600395175e+00 --5.878704251693654292e+00,2.433114606859207107e+00,3.713212187600395175e+00 --5.785961916673791450e+00,2.384159354842276812e+00,4.280125006202569971e+00 --5.785961916673791450e+00,2.384159354842276812e+00,4.280125006202569971e+00 --5.362992680377910659e+00,8.625116296248886982e-01,4.175633496792908517e+00 --5.142935595842288876e+00,1.130809181764247606e+00,4.284393394357207896e+00 --5.142935595842288876e+00,1.130809181764247606e+00,4.284393394357207896e+00 --6.212550989142668456e+00,4.552849788188612079e-01,4.442003824465887263e+00 --6.212550989142668456e+00,4.552849788188612079e-01,4.442003824465887263e+00 --6.212550989142668456e+00,4.552849788188612079e-01,4.442003824465887263e+00 --6.212550989142668456e+00,4.552849788188612079e-01,4.442003824465887263e+00 --5.452837386028535072e+00,7.941558516842679438e-01,4.169903771289172667e+00 --5.452837386028535072e+00,7.941558516842679438e-01,4.169903771289172667e+00 --5.452837386028535072e+00,7.941558516842679438e-01,4.169903771289172667e+00 --6.249216962072697612e+00,4.274827443858029707e-01,3.583863525194199706e+00 --6.249216962072697612e+00,4.274827443858029707e-01,3.583863525194199706e+00 --7.342769301444693753e+00,1.141774106611104456e+00,2.487158508656068356e+00 --8.006347313122534004e+00,3.861006265297459716e-01,2.643599850307285060e+00 --8.473010226823653568e+00,1.538106968884999093e+00,2.116969476368649072e+00 --7.825176102055227290e+00,1.327816716622358895e+00,2.305959006941735279e+00 --7.825176102055227290e+00,1.327816716622358895e+00,2.305959006941735279e+00 --8.614106237697761514e+00,1.108078923342878941e+00,2.119906923965998669e+00 --8.614106237697761514e+00,1.108078923342878941e+00,2.119906923965998669e+00 --8.614106237697761514e+00,1.108078923342878941e+00,2.119906923965998669e+00 --8.614106237697761514e+00,1.108078923342878941e+00,2.119906923965998669e+00 --7.870019614319360812e+00,2.906116699437810702e+00,3.016586908230936892e+00 --7.643131295071764697e+00,2.879473053994809462e+00,3.097541549125220062e+00 --8.004708941066180472e+00,3.199332105762100475e+00,3.562706960295918712e+00 --7.650823043683029567e+00,3.066253634138025319e+00,3.478541982117671072e+00 --5.781417655147813583e+00,2.326946627312846516e+00,3.585484864082105094e+00 --5.173022279170394810e+00,1.753893361435073572e+00,3.572441457375830964e+00 --4.939170115125838478e+00,1.534452214642095802e+00,4.110584932126410962e+00 --6.552926214551424877e+00,1.989334293873349591e+00,2.821983009217522209e+00 --6.552926214551424877e+00,1.989334293873349591e+00,2.821983009217522209e+00 --6.139172495894668735e+00,1.335161070081673618e+00,2.910850565689280689e+00 --6.139172495894668735e+00,1.335161070081673618e+00,2.910850565689280689e+00 --6.531817642699760285e+00,1.144893910892739397e+00,2.783462628868304645e+00 --6.640298248344729259e+00,1.068042920166768495e+00,2.763894342417289263e+00 --6.640298248344729259e+00,1.068042920166768495e+00,2.763894342417289263e+00 --6.640298248344729259e+00,1.068042920166768495e+00,2.763894342417289263e+00 --5.585736595319914954e+00,8.268486335349582994e-01,3.545192677799190228e+00 --5.585736595319914954e+00,8.268486335349582994e-01,3.545192677799190228e+00 --5.585736595319914954e+00,8.268486335349582994e-01,3.545192677799190228e+00 --5.104232448962088498e+00,1.094721266674931304e+00,4.119278935515984230e+00 --4.934870063768553194e+00,1.404790521430411721e+00,3.992852543083780237e+00 --5.240552563515572082e+00,1.147287164213113719e+00,3.563660583756115052e+00 --5.542399014513342159e+00,1.369326737676757944e+00,3.225681344530268557e+00 --5.542399014513342159e+00,1.369326737676757944e+00,3.225681344530268557e+00 --6.220561325056488400e+00,2.561285709600757077e+00,3.589537048157796839e+00 --8.091045538340463139e+00,2.969027167278532442e+00,2.996381254001608596e+00 --6.831217884595440104e+00,2.139420164509081346e+00,2.776641669421453518e+00 --6.846255544280309913e+00,1.952874348580590613e+00,2.690264822241028586e+00 --6.846255544280309913e+00,1.952874348580590613e+00,2.690264822241028586e+00 --6.846255544280309913e+00,1.952874348580590613e+00,2.690264822241028586e+00 --6.846255544280309913e+00,1.952874348580590613e+00,2.690264822241028586e+00 --6.846255544280309913e+00,1.952874348580590613e+00,2.690264822241028586e+00 --6.009623948123799408e+00,2.346224133192283290e+00,3.393555829685800163e+00 --5.909441693574036591e+00,2.381933436534028115e+00,4.453741087271833266e+00 --5.909441693574036591e+00,2.381933436534028115e+00,4.453741087271833266e+00 --5.909441693574036591e+00,2.381933436534028115e+00,4.453741087271833266e+00 --5.139078811090377563e+00,1.840840309793690954e+00,3.688306943466127752e+00 --5.139078811090377563e+00,1.840840309793690954e+00,3.688306943466127752e+00 --5.476494994833801755e+00,2.002271927534179152e+00,4.546318380457962327e+00 --6.120328700452409620e+00,1.631398733997877937e+00,5.085038681493648127e+00 --6.120328700452409620e+00,1.631398733997877937e+00,5.085038681493648127e+00 --6.120328700452409620e+00,1.631398733997877937e+00,5.085038681493648127e+00 --5.302546518852683022e+00,1.181678556923364320e+00,4.524846496522174633e+00 --4.997334132726579448e+00,1.316574540532070792e+00,3.805230647362405794e+00 --5.257199992363626784e+00,9.317287155159279521e-01,3.907730791833031958e+00 --5.257199992363626784e+00,9.317287155159279521e-01,3.907730791833031958e+00 --4.945738132643725748e+00,1.513086343437544112e+00,4.140757761563865103e+00 --4.945738132643725748e+00,1.513086343437544112e+00,4.140757761563865103e+00 --5.686231795735384509e+00,7.596868078337642993e-01,3.539116022819916552e+00 --5.086775329149880953e+00,1.099827466763839467e+00,3.970282328917897452e+00 --5.298274684229747677e+00,2.107370946345856755e+00,3.939824548643188429e+00 --5.644247151071487778e+00,2.279861745705061171e+00,4.332127499371329016e+00 --6.403488962009018515e+00,1.939990089285887009e+00,2.866799421761299538e+00 --5.619849800751000046e+00,2.137719052656991803e+00,3.463893594693574052e+00 --5.619849800751000046e+00,2.137719052656991803e+00,3.463893594693574052e+00 --5.097734057354149861e+00,1.217970658812795648e+00,4.304038443695811011e+00 --5.097734057354149861e+00,1.217970658812795648e+00,4.304038443695811011e+00 --5.471581267402434889e+00,1.290130781986368325e+00,4.708365757158045284e+00 --5.637546672520628022e+00,1.317196019259035289e+00,4.823635383119978748e+00 --5.840201639330622641e+00,2.436035682105915257e+00,4.195664785632076565e+00 --6.369378390730922490e+00,2.994105695643325404e-01,3.952997048620414233e+00 --7.040423888343449121e+00,8.210112226401483637e-02,3.677149371938364997e+00 --7.040423888343449121e+00,8.210112226401483637e-02,3.677149371938364997e+00 --7.040423888343449121e+00,8.210112226401483637e-02,3.677149371938364997e+00 --7.040423888343449121e+00,8.210112226401483637e-02,3.677149371938364997e+00 --6.975874708029703442e+00,7.912441042465397090e-02,3.823271014941164392e+00 --7.137949365808218261e+00,2.604265926904564266e-02,3.800889501294227202e+00 --7.137949365808218261e+00,2.604265926904564266e-02,3.800889501294227202e+00 --5.600617224582455478e+00,7.212824597447025088e-01,3.738347397753233547e+00 --6.598732466096953075e+00,1.813028349704107978e+00,5.254986687403410350e+00 --6.598732466096953075e+00,1.813028349704107978e+00,5.254986687403410350e+00 --6.615690644889770766e+00,2.388447496616550758e+00,4.948998186419165002e+00 --5.621757718226858991e+00,1.907733474643502403e+00,4.727844076065268908e+00 --6.385996139575076391e+00,2.543586297211043679e+00,4.609236938333296507e+00 --6.385996139575076391e+00,2.543586297211043679e+00,4.609236938333296507e+00 --6.385996139575076391e+00,2.543586297211043679e+00,4.609236938333296507e+00 --5.288699383496806128e+00,1.889435690144694036e+00,3.540342416662531910e+00 --5.050085839956512501e+00,1.787657418142235555e+00,3.796076198236779664e+00 --5.050085839956512501e+00,1.787657418142235555e+00,3.796076198236779664e+00 --5.183831025395715386e+00,9.921098817081854815e-01,4.011158867261134020e+00 --5.339107913629495883e+00,9.742579266926820747e-01,4.370066282124335899e+00 --5.339107913629495883e+00,9.742579266926820747e-01,4.370066282124335899e+00 --5.339107913629495883e+00,9.742579266926820747e-01,4.370066282124335899e+00 --5.611842836771741005e+00,7.671488727231599025e-01,3.613971595342888588e+00 --5.176158152192598116e+00,1.017239868287489024e+00,4.131706775083237915e+00 --5.176158152192598116e+00,1.017239868287489024e+00,4.131706775083237915e+00 --4.984073454960543437e+00,1.352637143732194902e+00,3.808679560071468906e+00 --5.107148237942571001e+00,1.074329744304577616e+00,3.985895442577876757e+00 --5.880234553593407298e+00,1.301490531617097934e+00,3.043404781667264025e+00 --5.479930397699850353e+00,1.932980727747271477e+00,3.394439140729354154e+00 --5.479930397699850353e+00,1.932980727747271477e+00,3.394439140729354154e+00 --5.870971540389998466e+00,1.241570180531485823e+00,3.062753268354176051e+00 --5.214335067649369826e+00,1.564256829649372627e+00,3.466659588373344203e+00 --5.214335067649369826e+00,1.564256829649372627e+00,3.466659588373344203e+00 --5.475414148137009107e+00,9.306373008076753717e-01,4.474853800750029365e+00 --5.346210934672875226e+00,9.230382083806353277e-01,4.295925485326216986e+00 --5.346210934672875226e+00,9.230382083806353277e-01,4.295925485326216986e+00 --5.346210934672875226e+00,9.230382083806353277e-01,4.295925485326216986e+00 --5.180908842916219115e+00,9.954198113113280622e-01,4.023527500513909061e+00 --5.180908842916219115e+00,9.954198113113280622e-01,4.023527500513909061e+00 --5.180908842916219115e+00,9.954198113113280622e-01,4.023527500513909061e+00 --5.180908842916219115e+00,9.954198113113280622e-01,4.023527500513909061e+00 --5.177087205517315383e+00,9.986907202178639809e-01,4.004698798031462559e+00 --5.177087205517315383e+00,9.986907202178639809e-01,4.004698798031462559e+00 --5.044135228196793719e+00,1.159635799747999130e+00,4.050331963650538825e+00 --5.132042931108020234e+00,1.703743871217431760e+00,3.594072379320322419e+00 --5.132042931108020234e+00,1.703743871217431760e+00,3.594072379320322419e+00 --5.132042931108020234e+00,1.703743871217431760e+00,3.594072379320322419e+00 --5.348963030313370837e+00,9.790155378416688370e-01,3.610405226312936033e+00 --5.348963030313370837e+00,9.790155378416688370e-01,3.610405226312936033e+00 --5.348963030313370837e+00,9.790155378416688370e-01,3.610405226312936033e+00 --5.707356733197888943e+00,1.927855815177189402e+00,3.226345036984663572e+00 --4.951443969902539877e+00,1.384102019613806522e+00,3.889286427091118270e+00 --6.198494800159121354e+00,1.945776970184251997e+00,5.036351079602747305e+00 --7.285167773901866539e+00,1.950839381443184362e+00,5.468386016421806772e+00 --7.285167773901866539e+00,1.950839381443184362e+00,5.468386016421806772e+00 --7.361744946089777919e+00,1.949434979853374106e+00,5.494656820864001645e+00 --7.361744946089777919e+00,1.949434979853374106e+00,5.494656820864001645e+00 --6.495549697392471344e+00,2.340089291427094320e+00,4.929540503153737596e+00 --5.739550921885000712e+00,2.366787083128367275e+00,4.249953878921946426e+00 --5.739550921885000712e+00,2.366787083128367275e+00,4.249953878921946426e+00 --5.739550921885000712e+00,2.366787083128367275e+00,4.249953878921946426e+00 --4.990739309351519992e+00,1.451529227672997635e+00,4.250271374237753363e+00 --7.772709638307211399e+00,1.522736223733349714e-01,5.015179351906759564e+00 --7.772709638307211399e+00,1.522736223733349714e-01,5.015179351906759564e+00 --8.873957077250084424e+00,6.230374120533413995e-01,5.783014179352843342e+00 --9.834144174662922566e+00,3.885782884555719630e-01,5.916541630372762484e+00 --8.010408298395091720e+00,9.812331051516957059e-01,5.677955623485272163e+00 --5.699003751629899028e+00,1.409808043788807419e+00,4.874708539941166485e+00 --5.126785679508142124e+00,1.926032306160653906e+00,4.139742694967882386e+00 --5.740061578300280409e+00,2.050223715465167906e+00,4.715235142048610051e+00 --5.555364721449844723e+00,2.267475546530718589e+00,4.201474251725942466e+00 --5.555364721449844723e+00,2.267475546530718589e+00,4.201474251725942466e+00 --5.500781439075242751e+00,2.223058593621073609e+00,4.228502902491997339e+00 --5.443543365716287497e+00,8.730271330267673768e-01,4.353120739941682693e+00 --5.452523758425998679e+00,1.607916471904715205e+00,3.282278841959534343e+00 --5.452523758425998679e+00,1.607916471904715205e+00,3.282278841959534343e+00 --5.452523758425998679e+00,1.607916471904715205e+00,3.282278841959534343e+00 --6.909180389720834370e+00,3.581521230837452219e-01,3.175615573361562305e+00 --6.909180389720834370e+00,3.581521230837452219e-01,3.175615573361562305e+00 --5.048976546761922535e+00,1.642254267138425261e+00,4.320914532896442672e+00 --5.048976546761922535e+00,1.642254267138425261e+00,4.320914532896442672e+00 --5.160974906307504995e+00,1.782677761888747492e+00,4.394099043924726722e+00 --5.329108974385766473e+00,1.605029760504327330e+00,4.626357398755279071e+00 --5.329108974385766473e+00,1.605029760504327330e+00,4.626357398755279071e+00 --6.374131520020949182e+00,2.307612571900633291e+00,4.892266395708312565e+00 --6.374131520020949182e+00,2.307612571900633291e+00,4.892266395708312565e+00 --5.584359822588141675e+00,2.162678014965312645e+00,4.468469356789837477e+00 --5.584359822588141675e+00,2.162678014965312645e+00,4.468469356789837477e+00 --5.236876717075093168e+00,9.518995942359149698e-01,3.896517975195458394e+00 --5.401861797859126568e+00,1.067600797321885508e+00,3.462283908959600698e+00 --7.528956283842738628e+00,8.226625785180469164e-01,2.535617478769899069e+00 --7.528956283842738628e+00,8.226625785180469164e-01,2.535617478769899069e+00 --6.245750174509939967e+00,7.328934704789554777e-01,3.144696770696247423e+00 --5.762803546348806982e+00,1.302329428605816908e+00,3.106705110988082552e+00 --5.762803546348806982e+00,1.302329428605816908e+00,3.106705110988082552e+00 --5.762803546348806982e+00,1.302329428605816908e+00,3.106705110988082552e+00 --5.762803546348806982e+00,1.302329428605816908e+00,3.106705110988082552e+00 --5.854452358298585679e+00,5.377875363858958258e-01,4.053342294153623904e+00 --5.854452358298585679e+00,5.377875363858958258e-01,4.053342294153623904e+00 --6.261208842558183107e+00,3.489662745551830314e-01,3.897159965829849249e+00 --6.028394219657084108e+00,5.075471035576730738e-01,3.656958697557232796e+00 --5.150775388366077401e+00,1.314143033071661693e+00,4.436438361503185490e+00 --5.150775388366077401e+00,1.314143033071661693e+00,4.436438361503185490e+00 --5.150775388366077401e+00,1.314143033071661693e+00,4.436438361503185490e+00 --4.938956394635747316e+00,1.597042374981983981e+00,3.938477327147522189e+00 --4.938956394635747316e+00,1.597042374981983981e+00,3.938477327147522189e+00 --5.275585480950736539e+00,1.938166949520711890e+00,3.602707824794196156e+00 --5.275585480950736539e+00,1.938166949520711890e+00,3.602707824794196156e+00 --5.233413442394843962e+00,1.966280097735923604e+00,3.699596637782579300e+00 --5.233413442394843962e+00,1.966280097735923604e+00,3.699596637782579300e+00 --5.341189325135959898e+00,1.954567656606462700e+00,3.543049851860645472e+00 --5.221977211856658307e+00,1.633641603439198953e+00,3.472398824045882737e+00 --5.552409881071414866e+00,9.136660647429699633e-01,4.531853612020007915e+00 --7.370486355703610215e+00,8.043926086192094704e-01,5.400308030378077717e+00 --7.370486355703610215e+00,8.043926086192094704e-01,5.400308030378077717e+00 --6.022671300094629032e+00,1.867805863938483135e+00,4.980630416481359291e+00 --6.022671300094629032e+00,1.867805863938483135e+00,4.980630416481359291e+00 --6.231290145596478425e+00,9.699894385270921848e-01,5.012237530180026823e+00 --5.589916075154671482e+00,1.616882650426245682e+00,4.806536042818494892e+00 --5.791610486340099229e+00,1.183682210612686969e+00,4.875099656975439899e+00 --5.791610486340099229e+00,1.183682210612686969e+00,4.875099656975439899e+00 --5.625261400805253054e+00,9.160118143968156712e-01,4.598719522867313003e+00 --5.625261400805253054e+00,9.160118143968156712e-01,4.598719522867313003e+00 --6.141520697791299277e+00,2.255543104060181214e+00,4.803069849315559026e+00 --6.141520697791299277e+00,2.255543104060181214e+00,4.803069849315559026e+00 --6.211767151403187803e+00,2.173980946916171497e+00,4.912010253110389968e+00 --5.346488852559367899e+00,2.147105541219878511e+00,3.955400243686705508e+00 --5.608104289053926550e+00,1.196829247785719419e+00,4.768399408665222161e+00 --5.608104289053926550e+00,1.196829247785719419e+00,4.768399408665222161e+00 --5.608104289053926550e+00,1.196829247785719419e+00,4.768399408665222161e+00 --5.608104289053926550e+00,1.196829247785719419e+00,4.768399408665222161e+00 --8.886490842987376126e+00,-2.795477241179022965e-01,4.891036816161643763e+00 --8.886490842987376126e+00,-2.795477241179022965e-01,4.891036816161643763e+00 --8.886490842987376126e+00,-2.795477241179022965e-01,4.891036816161643763e+00 --8.674039788120440519e+00,-2.524981287384222006e-01,4.822821951621417469e+00 --8.674039788120440519e+00,-2.524981287384222006e-01,4.822821951621417469e+00 --7.528480741444369073e+00,-7.926007374670801520e-02,4.329642576278036614e+00 --7.367085750436018543e+00,-6.241549465962723670e-02,3.986236291748179728e+00 --7.367085750436018543e+00,-6.241549465962723670e-02,3.986236291748179728e+00 --7.367085750436018543e+00,-6.241549465962723670e-02,3.986236291748179728e+00 --7.367085750436018543e+00,-6.241549465962723670e-02,3.986236291748179728e+00 --7.367085750436018543e+00,-6.241549465962723670e-02,3.986236291748179728e+00 --7.677564205165319677e+00,-9.615560716014256992e-02,3.548228652880834222e+00 --6.413088221696165547e+00,6.597099161552215651e-01,3.116118410719167731e+00 --6.413088221696165547e+00,6.597099161552215651e-01,3.116118410719167731e+00 --6.413088221696165547e+00,6.597099161552215651e-01,3.116118410719167731e+00 --6.413088221696165547e+00,6.597099161552215651e-01,3.116118410719167731e+00 --6.413088221696165547e+00,6.597099161552215651e-01,3.116118410719167731e+00 --6.413088221696165547e+00,6.597099161552215651e-01,3.116118410719167731e+00 --6.656882534851255251e+00,3.754134028835581782e-01,3.317040713059243640e+00 --8.650916100961762112e+00,-3.193397120241679987e-01,3.355667026767301220e+00 --8.650916100961762112e+00,-3.193397120241679987e-01,3.355667026767301220e+00 --7.024556337972448716e+00,2.915319286152148193e-01,3.200996166719273006e+00 --7.024556337972448716e+00,2.915319286152148193e-01,3.200996166719273006e+00 --7.432936354773739929e+00,-5.227900544676689076e-02,3.687570630054975762e+00 --7.432936354773739929e+00,-5.227900544676689076e-02,3.687570630054975762e+00 --6.233347539127489512e+00,3.697366753846849652e-01,3.826511604600384420e+00 --6.138665837611510412e+00,7.806916821315281751e-01,3.166029227947376512e+00 --5.308804879476014094e+00,9.150887123261576273e-01,4.202310484674056212e+00 --5.240363975663016483e+00,1.897768050020237851e+00,3.604537712003503813e+00 --6.074004235361639914e+00,1.159565431232673305e+00,2.983951572546291509e+00 --6.074004235361639914e+00,1.159565431232673305e+00,2.983951572546291509e+00 --6.074004235361639914e+00,1.159565431232673305e+00,2.983951572546291509e+00 --6.074004235361639914e+00,1.159565431232673305e+00,2.983951572546291509e+00 --6.074004235361639914e+00,1.159565431232673305e+00,2.983951572546291509e+00 --5.270688944670839149e+00,2.020527564820788768e+00,4.272003430334780916e+00 --5.307543065526217241e+00,2.065338701971099589e+00,3.750638646215660899e+00 --5.307543065526217241e+00,2.065338701971099589e+00,3.750638646215660899e+00 --5.703322453689583682e+00,2.306194122577211125e+00,3.642761483609544548e+00 --5.703322453689583682e+00,2.306194122577211125e+00,3.642761483609544548e+00 --5.703322453689583682e+00,2.306194122577211125e+00,3.642761483609544548e+00 --5.703322453689583682e+00,2.306194122577211125e+00,3.642761483609544548e+00 --5.700611624497352814e+00,2.234077554359379825e+00,3.514214413692198669e+00 --5.700611624497352814e+00,2.234077554359379825e+00,3.514214413692198669e+00 --5.371664262443442972e+00,2.093672635305018126e+00,3.694282922108124367e+00 --5.156406580344588875e+00,1.098624155221316068e+00,4.263723110011421014e+00 --5.156406580344588875e+00,1.098624155221316068e+00,4.263723110011421014e+00 --5.156406580344588875e+00,1.098624155221316068e+00,4.263723110011421014e+00 --5.578680631937483980e+00,8.859748393680626499e-01,4.525261459874715619e+00 --5.578680631937483980e+00,8.859748393680626499e-01,4.525261459874715619e+00 --6.465084176374997327e+00,2.650265227629050591e-01,4.119040136413000042e+00 --5.162415161788165285e+00,1.436890318825589041e+00,3.517632715545986777e+00 --5.162415161788165285e+00,1.436890318825589041e+00,3.517632715545986777e+00 --5.162415161788165285e+00,1.436890318825589041e+00,3.517632715545986777e+00 --5.451878316135952751e+00,2.026957601526720332e+00,4.498437427878834605e+00 --4.967634960215795203e+00,1.324757459384071412e+00,3.894307619217001193e+00 --5.095489238724769443e+00,1.788743432201536088e+00,3.706125305161271921e+00 --4.997495528843668211e+00,1.656724813940852359e+00,3.782793350193456305e+00 --4.997495528843668211e+00,1.656724813940852359e+00,3.782793350193456305e+00 --4.997495528843668211e+00,1.656724813940852359e+00,3.782793350193456305e+00 --4.997495528843668211e+00,1.656724813940852359e+00,3.782793350193456305e+00 --4.997495528843668211e+00,1.656724813940852359e+00,3.782793350193456305e+00 --5.027489990459592661e+00,1.199988369400569077e+00,4.108299949889057778e+00 --6.128779417985493971e+00,4.868779389312337669e-01,4.420248705581085957e+00 --6.138036998222125007e+00,5.417779651497636184e-01,3.457696213058670143e+00 --6.138036998222125007e+00,5.417779651497636184e-01,3.457696213058670143e+00 --5.784398776200699643e+00,5.737513399645869372e-01,3.973390543699452326e+00 --5.784398776200699643e+00,5.737513399645869372e-01,3.973390543699452326e+00 --5.930825326855216240e+00,1.350630212250853113e+00,4.991342453718340622e+00 --5.054598461526357944e+00,1.205849641046395249e+00,4.205717998811802083e+00 --5.723677712749409174e+00,1.374907527413392394e+00,4.884463370204152000e+00 --6.340050950555607301e+00,1.361181532786627235e+00,5.181112293940524083e+00 --6.340050950555607301e+00,1.361181532786627235e+00,5.181112293940524083e+00 --5.524018388331078278e+00,1.551306721312426085e+00,4.771771906628218929e+00 --5.524018388331078278e+00,1.551306721312426085e+00,4.771771906628218929e+00 --5.524018388331078278e+00,1.551306721312426085e+00,4.771771906628218929e+00 --5.524018388331078278e+00,1.551306721312426085e+00,4.771771906628218929e+00 --6.088547308125271229e+00,9.429169825436028995e-01,4.923283102286755586e+00 --5.202020625399016218e+00,1.672205167918974666e+00,4.496600314863294479e+00 --5.202020625399016218e+00,1.672205167918974666e+00,4.496600314863294479e+00 --5.203038059085856482e+00,1.335096631694984382e+00,3.499909202855295387e+00 --5.701329561678425861e+00,1.604349336878802879e+00,4.874463632607262120e+00 --5.098123657605491132e+00,1.185647794457924897e+00,3.728794882685385836e+00 --5.226585769129014736e+00,1.958962008959179490e+00,4.300309025243128858e+00 --5.226585769129014736e+00,1.958962008959179490e+00,4.300309025243128858e+00 --4.970542115796336979e+00,1.466252081868373081e+00,3.791076423064731138e+00 --5.506459617078009572e+00,1.074206617223441462e+00,3.368014652509242257e+00 --5.506459617078009572e+00,1.074206617223441462e+00,3.368014652509242257e+00 --5.548120731708969799e+00,7.979508344600784175e-01,4.359852147492521368e+00 --6.072964835165802988e+00,7.987575225484967456e-01,4.809610826363377001e+00 --6.310513453952868446e+00,5.909178181774128458e-01,4.747214097716887515e+00 --4.965099433557634612e+00,1.302296461778864378e+00,3.983918591050899849e+00 --4.931485924945316235e+00,1.571304379727630929e+00,3.974554419670920602e+00 --5.105428556293917453e+00,1.399111509500139183e+00,3.588301158660986534e+00 --5.105428556293917453e+00,1.399111509500139183e+00,3.588301158660986534e+00 --4.990556712556609043e+00,1.292473732876269210e+00,4.147429400702872471e+00 --4.949853439766835450e+00,1.593036750783198841e+00,3.875728241535538299e+00 --4.949853439766835450e+00,1.593036750783198841e+00,3.875728241535538299e+00 --4.949853439766835450e+00,1.593036750783198841e+00,3.875728241535538299e+00 --4.949853439766835450e+00,1.593036750783198841e+00,3.875728241535538299e+00 --4.949853439766835450e+00,1.593036750783198841e+00,3.875728241535538299e+00 --4.949853439766835450e+00,1.593036750783198841e+00,3.875728241535538299e+00 --5.418296108810883638e+00,8.001522963313555392e-01,3.947510308993874784e+00 --5.418296108810883638e+00,8.001522963313555392e-01,3.947510308993874784e+00 --5.439739379622778870e+00,9.986770892245208087e-01,4.512504230163702168e+00 --5.439739379622778870e+00,9.986770892245208087e-01,4.512504230163702168e+00 --5.333907011172977164e+00,8.926526682063865570e-01,3.801802883680248435e+00 --5.333907011172977164e+00,8.926526682063865570e-01,3.801802883680248435e+00 --5.333907011172977164e+00,8.926526682063865570e-01,3.801802883680248435e+00 --5.333907011172977164e+00,8.926526682063865570e-01,3.801802883680248435e+00 --5.333907011172977164e+00,8.926526682063865570e-01,3.801802883680248435e+00 --5.700339700047692304e+00,1.126524976850910242e+00,3.203067145668602844e+00 --5.700339700047692304e+00,1.126524976850910242e+00,3.203067145668602844e+00 --5.700339700047692304e+00,1.126524976850910242e+00,3.203067145668602844e+00 --5.037222440123894529e+00,1.762208490115944048e+00,3.793323888617186057e+00 --5.037222440123894529e+00,1.762208490115944048e+00,3.793323888617186057e+00 --5.037222440123894529e+00,1.762208490115944048e+00,3.793323888617186057e+00 --5.037222440123894529e+00,1.762208490115944048e+00,3.793323888617186057e+00 --5.037222440123894529e+00,1.762208490115944048e+00,3.793323888617186057e+00 --5.037222440123894529e+00,1.762208490115944048e+00,3.793323888617186057e+00 --4.964948055305685060e+00,1.310115875117154882e+00,4.056017333071736175e+00 --4.994553914138553097e+00,1.280240692805626468e+00,4.143197863885293764e+00 --5.098515605691664732e+00,1.503311633958345883e+00,3.584367342532495559e+00 --5.003144862217070887e+00,1.245003249678637403e+00,4.111208752910572528e+00 --5.003144862217070887e+00,1.245003249678637403e+00,4.111208752910572528e+00 --5.003144862217070887e+00,1.245003249678637403e+00,4.111208752910572528e+00 --5.003144862217070887e+00,1.245003249678637403e+00,4.111208752910572528e+00 --5.083767005596971700e+00,1.150077042459510812e+00,4.188591613186796181e+00 --5.083767005596971700e+00,1.150077042459510812e+00,4.188591613186796181e+00 --5.382795157886112847e+00,8.760048924487520150e-01,4.260136754072792797e+00 --5.382795157886112847e+00,8.760048924487520150e-01,4.260136754072792797e+00 --5.382795157886112847e+00,8.760048924487520150e-01,4.260136754072792797e+00 --5.600340278229248625e+00,9.519340118484345137e-01,3.388273085403293194e+00 --5.173492966478963950e+00,1.433236444474039306e+00,3.506764294364444368e+00 --5.173492966478963950e+00,1.433236444474039306e+00,3.506764294364444368e+00 --5.772044258683542317e+00,1.621257517630424694e+00,4.911913778974174249e+00 --5.543808759648619855e+00,2.274847513404939736e+00,4.132913346960006784e+00 --4.981595671179322338e+00,1.350946295123379937e+00,3.816630069468343933e+00 --4.981595671179322338e+00,1.350946295123379937e+00,3.816630069468343933e+00 --4.981595671179322338e+00,1.350946295123379937e+00,3.816630069468343933e+00 --5.699795633413584639e+00,2.200656433245804067e+00,4.532092156629057733e+00 --5.699795633413584639e+00,2.200656433245804067e+00,4.532092156629057733e+00 --6.042670539957283538e+00,1.992758245052352661e+00,4.934936211231289782e+00 --6.042670539957283538e+00,1.992758245052352661e+00,4.934936211231289782e+00 --5.395933077218629137e+00,1.567060854509986667e+00,4.682408811631509238e+00 --5.195490439261359228e+00,1.525612336746414499e+00,3.481270480260611144e+00 --5.195490439261359228e+00,1.525612336746414499e+00,3.481270480260611144e+00 --5.352250016065244864e+00,1.210747472541652936e+00,3.414484109006842072e+00 --5.663122570648428500e+00,1.740723433447922464e+00,3.175730222306567097e+00 --5.663122570648428500e+00,1.740723433447922464e+00,3.175730222306567097e+00 --5.663122570648428500e+00,1.740723433447922464e+00,3.175730222306567097e+00 --4.975730901049600696e+00,1.723490778564202408e+00,3.994648352807190328e+00 --5.647996627197852781e+00,1.036372619579692511e+00,3.287755557056592171e+00 --4.996280409008754475e+00,1.360118165747262742e+00,3.774258225761926600e+00 --4.987998180336012943e+00,1.330222579506010083e+00,4.182810489326321601e+00 --5.666924432880302120e+00,7.259883300290354002e-01,3.623069986853832081e+00 --5.666924432880302120e+00,7.259883300290354002e-01,3.623069986853832081e+00 --6.327792865998375760e+00,1.008582506088280706e+00,2.922712860998883500e+00 --6.327792865998375760e+00,1.008582506088280706e+00,2.922712860998883500e+00 --6.327792865998375760e+00,1.008582506088280706e+00,2.922712860998883500e+00 --6.327792865998375760e+00,1.008582506088280706e+00,2.922712860998883500e+00 --5.532917493308636914e+00,1.917352787432651695e+00,3.341987833461916413e+00 --5.532917493308636914e+00,1.917352787432651695e+00,3.341987833461916413e+00 --5.162529212266292689e+00,1.451511420940341246e+00,3.515826542292560752e+00 --5.162529212266292689e+00,1.451511420940341246e+00,3.515826542292560752e+00 --5.162529212266292689e+00,1.451511420940341246e+00,3.515826542292560752e+00 --5.043022742013408610e+00,1.615185464975907870e+00,4.322491732999470315e+00 --5.043022742013408610e+00,1.615185464975907870e+00,4.322491732999470315e+00 --8.679602220705167070e+00,1.261278970183019377e+00,2.077277878160862290e+00 --7.077101685484391780e+00,1.623420969064764741e+00,2.538454647620945082e+00 --7.077101685484391780e+00,1.623420969064764741e+00,2.538454647620945082e+00 --8.490170067617667016e+00,1.284783052105868961e+00,2.124340755857260898e+00 --8.490170067617667016e+00,1.284783052105868961e+00,2.124340755857260898e+00 --8.462545577271431085e+00,8.043261887311177194e-01,2.252765215328126569e+00 --6.636846343654427827e+00,1.382747170435667750e+00,2.697178452436829410e+00 --6.636846343654427827e+00,1.382747170435667750e+00,2.697178452436829410e+00 --6.636846343654427827e+00,1.382747170435667750e+00,2.697178452436829410e+00 --6.636846343654427827e+00,1.382747170435667750e+00,2.697178452436829410e+00 --5.261032052938334758e+00,2.029421172338284229e+00,3.765498097236715580e+00 --4.964145078507042008e+00,1.616201384114595241e+00,4.157759893566786324e+00 --4.964145078507042008e+00,1.616201384114595241e+00,4.157759893566786324e+00 --6.903447326277490248e+00,1.086889455525645420e+00,5.344259227791612332e+00 --5.705924560610592167e+00,1.282075993959939986e+00,4.855967029378675193e+00 --5.866022123701752022e+00,2.354572571747935328e+00,4.458228884400778469e+00 --5.182585111019769819e+00,1.582512547974503692e+00,4.500022657114489455e+00 --5.182585111019769819e+00,1.582512547974503692e+00,4.500022657114489455e+00 --5.182585111019769819e+00,1.582512547974503692e+00,4.500022657114489455e+00 --5.182585111019769819e+00,1.582512547974503692e+00,4.500022657114489455e+00 --5.182585111019769819e+00,1.582512547974503692e+00,4.500022657114489455e+00 --5.169637931244879248e+00,1.845785850029524111e+00,4.352584662663519843e+00 --5.167026499612024537e+00,1.834547610323175704e+00,3.640347023896107981e+00 --5.308578053136917774e+00,2.034348184023335726e+00,3.688077031065055245e+00 --5.540297282660659128e+00,1.506865634684262822e+00,4.783897960771904323e+00 --5.540297282660659128e+00,1.506865634684262822e+00,4.783897960771904323e+00 --5.540297282660659128e+00,1.506865634684262822e+00,4.783897960771904323e+00 --5.540297282660659128e+00,1.506865634684262822e+00,4.783897960771904323e+00 --5.944062013047331838e+00,8.307288892695896543e-01,4.755237751023029702e+00 --5.781036066622452729e+00,1.162041359805679797e+00,4.860851840517152134e+00 --5.089787351313106889e+00,1.875624839000229915e+00,4.151456920675377305e+00 --5.141304915294762523e+00,1.567301768719372435e+00,3.540629502032057285e+00 --5.681615067103315653e+00,1.310167813068970677e+00,3.151575180060361969e+00 --5.681615067103315653e+00,1.310167813068970677e+00,3.151575180060361969e+00 --5.681615067103315653e+00,1.310167813068970677e+00,3.151575180060361969e+00 --7.151841427506676396e+00,1.169597285825312749e+00,2.545035622032626232e+00 --7.151841427506676396e+00,1.169597285825312749e+00,2.545035622032626232e+00 --6.724460223655665203e+00,1.856949007316512690e+00,2.707214829520105059e+00 --6.255796363728983955e+00,2.495890794241421240e+00,3.418412726363889043e+00 --6.255796363728983955e+00,2.495890794241421240e+00,3.418412726363889043e+00 --6.075823710410062084e+00,2.571282325736778951e+00,3.950768341939668638e+00 --6.075823710410062084e+00,2.571282325736778951e+00,3.950768341939668638e+00 --6.075823710410062084e+00,2.571282325736778951e+00,3.950768341939668638e+00 --6.075823710410062084e+00,2.571282325736778951e+00,3.950768341939668638e+00 --5.712439502727352902e+00,2.139783421235753824e+00,3.385701584064767289e+00 --6.196643716270611613e+00,2.604833214115332751e+00,4.224127536102782798e+00 --5.499567013999531184e+00,2.040202913414284058e+00,3.468969216033985781e+00 --5.418751515159370591e+00,2.198902383759363310e+00,3.932673628375205510e+00 --5.418751515159370591e+00,2.198902383759363310e+00,3.932673628375205510e+00 --5.418751515159370591e+00,2.198902383759363310e+00,3.932673628375205510e+00 --6.004723182392313952e+00,2.499177461959751767e+00,3.716074923465199742e+00 --6.376306017538670545e+00,2.086795805702819528e+00,5.051771157205577012e+00 --6.376306017538670545e+00,2.086795805702819528e+00,5.051771157205577012e+00 --6.612589159138868133e+00,2.371782335469605041e+00,4.962720408988683829e+00 --6.475865321295890098e+00,1.984982680642451314e+00,5.146692194075664695e+00 --5.052216295262148549e+00,1.733021733631626038e+00,4.268631781624531385e+00 --5.328467074270331061e+00,2.103467079422161490e+00,3.803682844597505497e+00 --5.374174251004358638e+00,1.712379264562816639e+00,3.364929006984711091e+00 --5.270086547267485599e+00,1.853993264558678078e+00,3.532003009522620474e+00 --6.093490449519186392e+00,2.069075920679031899e+00,3.081365734797679501e+00 --6.307943171207744726e+00,1.380812784373008029e+00,2.830391755321407743e+00 --6.307943171207744726e+00,1.380812784373008029e+00,2.830391755321407743e+00 --6.307943171207744726e+00,1.380812784373008029e+00,2.830391755321407743e+00 --8.629554079653896537e+00,2.311595960653258786e-01,2.552987914294389871e+00 --8.629554079653896537e+00,2.311595960653258786e-01,2.552987914294389871e+00 --7.127366115774863786e+00,7.391556435188937346e-01,2.726136644625089644e+00 --6.657842094686015066e+00,2.365728579053058001e-01,3.631435462251510593e+00 --5.647616571746640446e+00,7.166334225443256045e-01,3.671063464702790213e+00 --5.647616571746640446e+00,7.166334225443256045e-01,3.671063464702790213e+00 --5.196109931536302184e+00,9.907310118622587591e-01,3.895114841665883176e+00 --5.363786801495978196e+00,9.138208265190124191e-01,3.692710811686395811e+00 --5.294497760235371331e+00,8.947120358180515876e-01,4.048683753277174446e+00 --5.031406025493101453e+00,1.209818395100796806e+00,3.853553665622750035e+00 --5.031406025493101453e+00,1.209818395100796806e+00,3.853553665622750035e+00 --5.031406025493101453e+00,1.209818395100796806e+00,3.853553665622750035e+00 --5.031406025493101453e+00,1.209818395100796806e+00,3.853553665622750035e+00 --4.970075286896230793e+00,1.320402164449769211e+00,4.109844305920756113e+00 --5.142524435503573521e+00,1.168548306145677618e+00,3.673028935032496722e+00 --6.312638695972963454e+00,1.502337397096053850e+00,2.822341688039740504e+00 --6.752828504552079281e+00,2.074262685793819116e+00,2.776359227780367700e+00 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+-4.941285331321444652e+00,1.406224698851191501e+00,4.082081614245847589e+00 +-4.941285331321444652e+00,1.406224698851191501e+00,4.082081614245847589e+00 +-5.391927690272770413e+00,1.486135646743373284e+00,3.317371743067388579e+00 +-4.995641384767985471e+00,1.305980915696909106e+00,3.820434282571853135e+00 +-4.995641384767985471e+00,1.305980915696909106e+00,3.820434282571853135e+00 +-4.995641384767985471e+00,1.305980915696909106e+00,3.820434282571853135e+00 diff --git a/Examples/Example07/mcmc_log_file.txt b/Examples/Example07/mcmc_log_file.txt index 2b6fa981..c651ac79 100644 --- a/Examples/Example07/mcmc_log_file.txt +++ b/Examples/Example07/mcmc_log_file.txt @@ -1,11 +1,11 @@ -MAP_logP:[-4.92828011] +MAP_logP:[-4.92828006] self.map_index:1196 -self.map_parameter_set:[1.4727147 3.95779236] -self.mu_AP_parameter_set:[1.46310408 3.94220832] -self.stdap_parameter_set:[0.66791756 0.70516203] -self.info_gain:14.030743614130037 -evidence:1.9764225761475367e-05 +self.map_parameter_set:[1.4727146 3.95779291] +self.mu_AP_parameter_set:[1.46310406 3.94220875] +self.stdap_parameter_set:[0.66791755 0.70516203] +self.info_gain:13.523424011175589 +evidence:1.976422455703095e-05 posterior_cov_matrix: -[[0.44634878 0.02351822] - [0.02351822 0.49751534]] +[[0.44634877 0.02351819] + [0.02351819 0.49751533]] Warning: The MAP parameter set and mu_AP parameter set differ by more than 10% of prior variance in at least one parameter. This may mean that you need to increase your mcmc_length, increase or decrease your mcmc_relative_step_length, or change what is used for the model response. There is no general method for knowing the right value for mcmc_relative_step_length since it depends on the sharpness and smoothness of the response. 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a/Examples/Example13doeFunctionExample/calculated_resultStr1.txt +++ b/Examples/Example13doeFunctionExample/calculated_resultStr1.txt @@ -1,25 +1,25 @@ -[[[3.00000000e+02 3.00000000e-01 3.12827993e+00] +[[[3.00000000e+02 3.00000000e-01 3.12827995e+00] [4.00000000e+02 3.00000000e-01 2.93007515e+00] [5.00000000e+02 3.00000000e-01 2.72748566e+00] [6.00000000e+02 3.00000000e-01 2.63595241e+00] [7.00000000e+02 3.00000000e-01 2.59326612e+00] - [3.00000000e+02 4.00000000e-01 3.11895132e+00] - [4.00000000e+02 4.00000000e-01 2.91509330e+00] - [5.00000000e+02 4.00000000e-01 2.71614601e+00] - [6.00000000e+02 4.00000000e-01 2.61544223e+00] + [3.00000000e+02 4.00000000e-01 3.11895134e+00] + [4.00000000e+02 4.00000000e-01 2.91509331e+00] + [5.00000000e+02 4.00000000e-01 2.71614602e+00] + [6.00000000e+02 4.00000000e-01 2.61544224e+00] [7.00000000e+02 4.00000000e-01 2.57702074e+00] - [3.00000000e+02 5.00000000e-01 3.11076496e+00] - [4.00000000e+02 5.00000000e-01 2.70891798e+00] + [3.00000000e+02 5.00000000e-01 3.11076497e+00] + [4.00000000e+02 5.00000000e-01 2.70891799e+00] [5.00000000e+02 5.00000000e-01 2.72400496e+00] - [6.00000000e+02 5.00000000e-01 2.59633836e+00] + [6.00000000e+02 5.00000000e-01 2.59633837e+00] [7.00000000e+02 5.00000000e-01 2.52776563e+00] - [3.00000000e+02 6.00000000e-01 3.10336823e+00] - [4.00000000e+02 6.00000000e-01 2.69731160e+00] + [3.00000000e+02 6.00000000e-01 3.10336824e+00] + [4.00000000e+02 6.00000000e-01 2.69731161e+00] [5.00000000e+02 6.00000000e-01 2.65885345e+00] [6.00000000e+02 6.00000000e-01 2.58418834e+00] [7.00000000e+02 6.00000000e-01 2.51713371e+00] - [3.00000000e+02 7.00000000e-01 3.09655744e+00] + [3.00000000e+02 7.00000000e-01 3.09655745e+00] [4.00000000e+02 7.00000000e-01 2.69044034e+00] [5.00000000e+02 7.00000000e-01 2.57498019e+00] [6.00000000e+02 7.00000000e-01 2.52605850e+00] - [7.00000000e+02 7.00000000e-01 2.50662449e+00]]] \ No newline at end of file + [7.00000000e+02 7.00000000e-01 2.50662448e+00]]] \ No newline at end of file diff --git a/Examples/Example13doeFunctionExample/calculated_resultStr2.txt b/Examples/Example13doeFunctionExample/calculated_resultStr2.txt index 0b256d01..0152f00b 100644 --- a/Examples/Example13doeFunctionExample/calculated_resultStr2.txt +++ b/Examples/Example13doeFunctionExample/calculated_resultStr2.txt @@ -1,25 +1,25 @@ -[[[3.00000000e+02 3.00000000e-01 3.12827993e+00] +[[[3.00000000e+02 3.00000000e-01 3.12827995e+00] [4.00000000e+02 3.00000000e-01 2.93007515e+00] [5.00000000e+02 3.00000000e-01 2.72748566e+00] [6.00000000e+02 3.00000000e-01 2.63595241e+00] [7.00000000e+02 3.00000000e-01 2.59326612e+00] - [3.00000000e+02 4.00000000e-01 3.11895132e+00] - [4.00000000e+02 4.00000000e-01 2.91509330e+00] - [5.00000000e+02 4.00000000e-01 2.71614601e+00] - [6.00000000e+02 4.00000000e-01 2.61544223e+00] + [3.00000000e+02 4.00000000e-01 3.11895134e+00] + [4.00000000e+02 4.00000000e-01 2.91509331e+00] + [5.00000000e+02 4.00000000e-01 2.71614602e+00] + [6.00000000e+02 4.00000000e-01 2.61544224e+00] [7.00000000e+02 4.00000000e-01 2.57702074e+00] - [3.00000000e+02 5.00000000e-01 3.11076496e+00] - [4.00000000e+02 5.00000000e-01 2.70891798e+00] + [3.00000000e+02 5.00000000e-01 3.11076497e+00] + [4.00000000e+02 5.00000000e-01 2.70891799e+00] [5.00000000e+02 5.00000000e-01 2.72400496e+00] - [6.00000000e+02 5.00000000e-01 2.59633836e+00] + [6.00000000e+02 5.00000000e-01 2.59633837e+00] [7.00000000e+02 5.00000000e-01 2.52776563e+00] - [3.00000000e+02 6.00000000e-01 3.10336823e+00] - [4.00000000e+02 6.00000000e-01 2.69731160e+00] + [3.00000000e+02 6.00000000e-01 3.10336824e+00] + [4.00000000e+02 6.00000000e-01 2.69731161e+00] [5.00000000e+02 6.00000000e-01 2.65885345e+00] [6.00000000e+02 6.00000000e-01 2.58418834e+00] [7.00000000e+02 6.00000000e-01 2.51713371e+00] - [3.00000000e+02 7.00000000e-01 3.09655744e+00] + [3.00000000e+02 7.00000000e-01 3.09655745e+00] [4.00000000e+02 7.00000000e-01 2.69044034e+00] [5.00000000e+02 7.00000000e-01 2.57498019e+00] [6.00000000e+02 7.00000000e-01 2.52605850e+00] - [7.00000000e+02 7.00000000e-01 2.50662449e+00]]] \ No newline at end of file + [7.00000000e+02 7.00000000e-01 2.50662448e+00]]] \ No newline at end of file diff --git a/Examples/Example24/mcmc_log_file.txt b/Examples/Example24/mcmc_log_file.txt index f035564a..9798cc9b 100644 --- a/Examples/Example24/mcmc_log_file.txt +++ b/Examples/Example24/mcmc_log_file.txt @@ -3,7 +3,7 @@ self.map_index:1175 self.map_parameter_set:[1.15763372e+01 1.31694180e+05] self.mu_AP_parameter_set:[1.16042481e+01 1.31646291e+05] self.stdap_parameter_set:[9.11484052e-01 1.00766352e+04] -self.info_gain:1.4825573634364662 +self.info_gain:1.5855636053685138 evidence:3.0665615155128266e-15 posterior_cov_matrix: [[8.30895499e-01 7.44773417e+03] diff --git a/Examples/Example25/0-ConsolidatedPlots.docx b/Examples/Example25/0-ConsolidatedPlots.docx new file mode 100644 index 0000000000000000000000000000000000000000..0a3ec2566f62dff02e215d71c7d75b98107a02fa GIT binary patch literal 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