Module ImportFrom alias ImportFrom alias ImportFrom alias Import alias alias TryExcept body Import alias alias alias handlers ExceptHandler body Pass Expr Call AttributeLoad NameLoad attr keyword Str Import alias ImportFrom alias ClassDef bases AttributeLoad AttributeLoad AttributeLoad NameLoad attr attr attr body FunctionDef arguments args NameParam defaults body Expr Call AttributeLoad AttributeLoad AttributeLoad AttributeLoad NameLoad attr attr attr attr NameLoad Expr Call AttributeLoad AttributeLoad NameLoad attr attr Num Assign AttributeStore NameLoad attr Num Assign AttributeStore NameLoad attr Call AttributeLoad AttributeLoad NameLoad attr attr AttributeLoad NameLoad attr Assign AttributeStore NameLoad attr Num decorator_list FunctionDef arguments args NameParam NameParam defaults body If CompareGt BinOpAdd AttributeLoad NameLoad attr NameLoad AttributeLoad NameLoad attr body Assign AttributeStore NameLoad attr Num Assign NameStore SubscriptLoad AttributeLoad NameLoad attr Slice AttributeLoad NameLoad attr BinOpAdd AttributeLoad NameLoad attr NameLoad AugAssignAdd AttributeStore NameLoad attr NameLoad Return NameLoad decorator_list decorator_list ClassDef bases NameLoad body Assign NameStore ListLoad Str Str Str Str Str Str Str Str Str FunctionDef arguments args NameParam defaults body Assign AttributeStore NameLoad attr Num Assign AttributeStore NameLoad attr Num Assign AttributeStore NameLoad attr Num Assign AttributeStore NameLoad attr Num decorator_list FunctionDef arguments args NameParam NameParam defaults body If BoolOpAnd CompareEq Call AttributeLoad NameLoad attr NameLoad CompareEq AttributeLoad NameLoad attr Str body Raise Call NameLoad Str Assign AttributeStore NameLoad attr SubscriptLoad Call AttributeLoad AttributeLoad NameLoad attr attr AttributeLoad Call AttributeLoad AttributeLoad NameLoad attr attr NameLoad attr SubscriptLoad AttributeLoad AttributeLoad NameLoad attr attr Index Str Index Num Return AttributeLoad NameLoad attr decorator_list FunctionDef arguments args NameParam NameParam defaults body Expr Call AttributeLoad AttributeLoad NameLoad attr attr NameLoad Assign AttributeStore NameLoad attr Call AttributeLoad AttributeLoad NameLoad attr attr AttributeLoad NameLoad attr AttributeLoad NameLoad attr keyword BinOpMult Call NameLoad AttributeLoad NameLoad attr AttributeLoad NameLoad attr keyword BinOpMult Call NameLoad AttributeLoad NameLoad attr AttributeLoad NameLoad attr keyword Num keyword AttributeLoad NameLoad attr keyword AttributeLoad NameLoad attr Return AttributeLoad NameLoad attr decorator_list FunctionDef arguments args NameParam NameParam defaults body Assign NameStore Num Assign NameStore Num Assign NameStore Call NameLoad Call AttributeLoad NameLoad attr Assign NameStore BinOpMult Num NameLoad If CompareGt NameLoad Num body Assign NameStore Num Assign NameStore BinOpMult Num NameLoad If CompareGt NameLoad Num body Assign NameStore Num Assign NameStore BinOpMult Num NameLoad If CompareGt NameLoad Num body Assign NameStore Num Expr Call AttributeLoad AttributeLoad NameLoad attr attr NameLoad Expr Call AttributeLoad AttributeLoad NameLoad attr attr Num Assign NameStore BinOpSub BinOpMult Call AttributeLoad AttributeLoad NameLoad attr attr BinOpMult NameLoad NameLoad Num Num Assign NameStore BinOpSub BinOpMult Call AttributeLoad AttributeLoad NameLoad attr attr BinOpMult NameLoad NameLoad Num Num Assign NameStore BinOpSub BinOpMult Call AttributeLoad AttributeLoad NameLoad attr attr BinOpMult NameLoad NameLoad Num Num Assign NameStore Call AttributeLoad NameLoad attr NameLoad Call AttributeLoad NameLoad attr NameLoad NameLoad Expr Call AttributeLoad AttributeLoad NameLoad attr attr NameLoad Assign NameStore Call AttributeLoad NameLoad attr BinOpMult NameLoad Num NameLoad If CompareNotEq AttributeLoad NameLoad attr ListLoad body Assign SubscriptStore NameLoad Index Num Call AttributeLoad NameLoad attr AttributeLoad NameLoad attr Assign NameStore SubscriptLoad AttributeLoad AttributeLoad NameLoad attr attr Index Str Assign NameStore BinOpDiv BinOpSub Call NameLoad NameLoad Call NameLoad NameLoad NameLoad Assign NameStore Call AttributeLoad NameLoad attr AttributeLoad NameLoad attr NameLoad keyword NameLoad keyword NameLoad keyword Call NameLoad Expr Call AttributeLoad NameLoad attr NameLoad NameLoad Assign AttributeStore NameLoad attr AttributeLoad NameLoad attr Return AttributeLoad NameLoad attr decorator_list FunctionDef arguments args NameParam NameParam NameParam defaults body If CompareNotIn NameLoad AttributeLoad NameLoad attr body Raise Call NameLoad BinOpAdd BinOpAdd Str NameLoad Str Expr Call AttributeLoad AttributeLoad NameLoad attr attr NameLoad Expr Call AttributeLoad AttributeLoad NameLoad attr attr NameLoad Assign NameStore ListLoad TryExcept body If CompareEq NameLoad Str body Assign TupleStore NameStore NameStore Call AttributeLoad AttributeLoad NameLoad attr attr AttributeLoad NameLoad attr NameLoad SubscriptLoad AttributeLoad AttributeLoad NameLoad attr attr Index Str Call AttributeLoad NameLoad attr Call NameLoad Call AttributeLoad NameLoad attr keyword Num orelse Assign NameStore Call AttributeLoad AttributeLoad NameLoad attr attr AttributeLoad NameLoad attr Call AttributeLoad NameLoad attr Call NameLoad Call AttributeLoad NameLoad attr keyword NameLoad keyword BinOpMult Call NameLoad AttributeLoad NameLoad attr AttributeLoad NameLoad attr keyword Num Assign NameStore Call AttributeLoad NameLoad attr NameLoad Expr Call AttributeLoad NameLoad attr ListLoad NameLoad NameLoad handlers ExceptHandler body Pass TryExcept body If CompareEq NameLoad Str body Assign TupleStore NameStore NameStore Call AttributeLoad AttributeLoad NameLoad attr attr AttributeLoad NameLoad attr NameLoad SubscriptLoad AttributeLoad AttributeLoad NameLoad attr attr Index Str AttributeLoad NameLoad attr keyword Num orelse Assign NameStore Call AttributeLoad AttributeLoad NameLoad attr attr AttributeLoad NameLoad attr AttributeLoad NameLoad attr keyword NameLoad keyword BinOpMult Call NameLoad AttributeLoad NameLoad attr AttributeLoad NameLoad attr keyword Num Assign NameStore Call AttributeLoad NameLoad attr NameLoad Expr Call AttributeLoad NameLoad attr ListLoad NameLoad NameLoad handlers ExceptHandler body Pass If CompareGt Call NameLoad AttributeLoad NameLoad attr Num body TryExcept body Assign NameStore AttributeLoad NameLoad attr Assign NameStore Call AttributeLoad NameLoad attr NameLoad Expr Call AttributeLoad NameLoad attr ListLoad NameLoad NameLoad handlers ExceptHandler body Pass TryExcept body If CompareEq NameLoad Str body Assign TupleStore NameStore NameStore Call AttributeLoad AttributeLoad NameLoad attr attr AttributeLoad NameLoad attr NameLoad SubscriptLoad AttributeLoad AttributeLoad NameLoad attr attr Index Str AttributeLoad NameLoad attr keyword Num orelse Assign NameStore Call AttributeLoad AttributeLoad NameLoad attr attr AttributeLoad NameLoad attr AttributeLoad NameLoad attr keyword NameLoad keyword BinOpMult Call NameLoad AttributeLoad NameLoad attr AttributeLoad NameLoad attr keyword Num Assign NameStore Call AttributeLoad NameLoad attr NameLoad Expr Call AttributeLoad NameLoad attr ListLoad NameLoad NameLoad handlers ExceptHandler body Pass If CompareEq NameLoad ListLoad body Return Call AttributeLoad NameLoad attr Call NameLoad Call AttributeLoad NameLoad attr If CompareGt Call NameLoad NameLoad Num body Expr Call AttributeLoad NameLoad attr keyword Lambda arguments args NameParam defaults SubscriptLoad NameLoad Index Num Assign AttributeStore NameLoad attr SubscriptLoad SubscriptLoad NameLoad Index Num Index Num Return AttributeLoad NameLoad attr decorator_list FunctionDef arguments args NameParam NameParam defaults body Assign NameStore Call AttributeLoad AttributeLoad NameLoad attr attr NameLoad Assign NameStore Call AttributeLoad AttributeLoad AttributeLoad NameLoad attr attr attr AttributeLoad NameLoad attr If Call NameLoad SubscriptLoad AttributeLoad AttributeLoad NameLoad attr attr Index Str body Assign NameStore Call AttributeLoad AttributeLoad AttributeLoad NameLoad attr attr attr SubscriptLoad AttributeLoad AttributeLoad NameLoad attr attr Index Str SubscriptLoad AttributeLoad AttributeLoad NameLoad attr attr Index Str SubscriptLoad AttributeLoad AttributeLoad NameLoad attr attr Index Str orelse Assign NameStore Call AttributeLoad AttributeLoad AttributeLoad NameLoad attr attr attr SubscriptLoad AttributeLoad AttributeLoad NameLoad attr attr Index Str SubscriptLoad AttributeLoad AttributeLoad NameLoad attr attr Index Str Assign NameStore ListLoad TryExcept body Assign NameStore Call AttributeLoad AttributeLoad AttributeLoad NameLoad attr attr attr NameLoad NameLoad keyword Call AttributeLoad NameLoad attr Call NameLoad Call AttributeLoad NameLoad attr keyword BinOpMult Call NameLoad Call AttributeLoad NameLoad attr AttributeLoad NameLoad attr Expr Call AttributeLoad NameLoad attr keyword Num keyword Num Assign NameStore Call AttributeLoad NameLoad attr Assign NameStore AttributeLoad NameLoad attr Assign NameStore AttributeLoad NameLoad attr If UnaryOpNot Call AttributeLoad NameLoad attr Call AttributeLoad NameLoad attr NameLoad body Expr Call AttributeLoad NameLoad attr ListLoad NameLoad NameLoad handlers ExceptHandler body Pass TryExcept body Assign NameStore Call AttributeLoad AttributeLoad AttributeLoad NameLoad attr attr attr NameLoad NameLoad keyword AttributeLoad NameLoad attr keyword BinOpMult Call NameLoad Call AttributeLoad NameLoad attr AttributeLoad NameLoad attr Expr Call AttributeLoad NameLoad attr keyword Num keyword Num Assign NameStore Call AttributeLoad NameLoad attr Assign NameStore AttributeLoad NameLoad attr Assign NameStore AttributeLoad NameLoad attr If UnaryOpNot Call AttributeLoad NameLoad attr Call AttributeLoad NameLoad attr NameLoad body Expr Call AttributeLoad NameLoad attr ListLoad NameLoad NameLoad handlers ExceptHandler body Pass If CompareGt Call NameLoad AttributeLoad NameLoad attr Num body TryExcept body Assign NameStore AttributeLoad NameLoad attr Assign NameStore Call AttributeLoad NameLoad attr NameLoad Expr Call AttributeLoad NameLoad attr ListLoad NameLoad NameLoad handlers ExceptHandler body Pass TryExcept body Assign NameStore Call AttributeLoad AttributeLoad AttributeLoad NameLoad attr attr attr NameLoad NameLoad keyword AttributeLoad NameLoad attr keyword BinOpMult Call NameLoad Call AttributeLoad NameLoad attr AttributeLoad NameLoad attr Expr Call AttributeLoad NameLoad attr keyword Num keyword Num Assign NameStore Call AttributeLoad NameLoad attr Assign NameStore AttributeLoad NameLoad attr Assign NameStore AttributeLoad NameLoad attr If UnaryOpNot Call AttributeLoad NameLoad attr Call AttributeLoad NameLoad attr NameLoad body Expr Call AttributeLoad NameLoad attr ListLoad NameLoad NameLoad handlers ExceptHandler body Pass If CompareEq NameLoad ListLoad body Return Call AttributeLoad NameLoad attr Call NameLoad Call AttributeLoad NameLoad attr If CompareGt Call NameLoad NameLoad Num body Expr Call AttributeLoad NameLoad attr keyword Lambda arguments args NameParam defaults SubscriptLoad NameLoad Index Num Assign AttributeStore NameLoad attr SubscriptLoad SubscriptLoad NameLoad Index Num Index Num Return AttributeLoad NameLoad attr decorator_list FunctionDef arguments args NameParam NameParam defaults body Assign NameStore Call AttributeLoad AttributeLoad NameLoad attr attr NameLoad If CompareEq Call AttributeLoad NameLoad attr Num body Assign AttributeStore NameLoad attr Call AttributeLoad AttributeLoad AttributeLoad NameLoad attr attr attr SubscriptLoad NameLoad Index Num SubscriptLoad AttributeLoad AttributeLoad NameLoad attr attr Index Str keyword AttributeLoad NameLoad attr keyword AttributeLoad NameLoad attr Assign AttributeStore NameLoad attr AttributeLoad AttributeLoad NameLoad attr attr Return AttributeLoad NameLoad attr orelse Assign AttributeStore NameLoad attr Call AttributeLoad AttributeLoad AttributeLoad NameLoad attr attr attr SubscriptLoad NameLoad Index Num SubscriptLoad NameLoad Index Num SubscriptLoad AttributeLoad AttributeLoad NameLoad attr attr Index Str keyword AttributeLoad NameLoad attr keyword AttributeLoad NameLoad attr keyword AttributeLoad NameLoad attr Assign AttributeStore NameLoad attr AttributeLoad AttributeLoad NameLoad attr attr Return AttributeLoad NameLoad attr decorator_list FunctionDef arguments args NameParam NameParam NameParam NameParam defaults body Assign NameStore ListLoad Str Str Str If CompareNotIn NameLoad NameLoad body Raise Call NameLoad Str Call NameLoad NameLoad TryExcept body Exec BinOpAdd Str NameLoad handlers ExceptHandler body Return Num Assign NameStore BinOpMult AttributeLoad Call AttributeLoad NameLoad attr NameLoad attr Num Assign NameStore Call AttributeLoad NameLoad attr Assign NameStore Call AttributeLoad NameLoad attr Assign NameStore Call AttributeLoad NameLoad attr Assign NameStore BinOpSub NameLoad NameLoad Assign NameStore Call AttributeLoad NameLoad attr NameLoad keyword AttributeLoad NameLoad attr Assign NameStore Num Assign NameStore NameLoad If CompareIn AttributeLoad NameLoad attr ListLoad Str body TryExcept body Assign NameStore BinOpDiv BinOpSub NameLoad NameLoad NameLoad Assign NameStore Call AttributeLoad NameLoad attr Assign NameStore Call AttributeLoad NameLoad attr Assign NameStore BinOpMult NameLoad BinOpSub BinOpDiv BinOpMult NameLoad BinOpSub Num NameLoad NameLoad Num Assign NameStore BinOpMult BinOpSub Num NameLoad BinOpSub BinOpDiv BinOpMult NameLoad BinOpSub Num NameLoad NameLoad Num Assign NameStore TupleLoad NameLoad NameLoad BinOpSub NameLoad BinOpMult Num NameLoad BinOpMult NameLoad Num Assign NameStore Call NameLoad Call AttributeLoad NameLoad attr NameLoad keyword BinOpSub NameLoad BinOpMult Num NameLoad keyword BinOpMult NameLoad Num SubscriptLoad NameLoad Slice Num Assign NameStore Call AttributeLoad NameLoad attr NameLoad NameLoad If BoolOpAnd Call AttributeLoad NameLoad attr NameLoad CompareLt NameLoad NameLoad body Assign NameStore NameLoad Assign NameStore NameLoad handlers ExceptHandler body Pass If CompareIn AttributeLoad NameLoad attr ListLoad Str Str Str body TryExcept body Assign NameStore TupleLoad BinOpSub NameLoad BinOpMult Num NameLoad BinOpAdd NameLoad BinOpMult Num NameLoad Assign NameStore Call NameLoad Call AttributeLoad NameLoad attr NameLoad keyword NameLoad keyword NameLoad NameLoad Assign NameStore Call AttributeLoad NameLoad attr NameLoad NameLoad If BoolOpAnd Call AttributeLoad NameLoad attr NameLoad CompareLt NameLoad NameLoad body Assign NameStore NameLoad Assign NameStore NameLoad handlers ExceptHandler body Pass TryExcept body Assign NameStore Call NameLoad Call AttributeLoad NameLoad attr NameLoad Assign NameStore Call AttributeLoad NameLoad attr NameLoad NameLoad If BoolOpAnd Call AttributeLoad NameLoad attr NameLoad CompareLt NameLoad NameLoad body Assign NameStore NameLoad Assign NameStore NameLoad handlers ExceptHandler body Pass TryExcept body Assign NameStore Call NameLoad Call AttributeLoad NameLoad attr NameLoad keyword Num keyword Num Assign NameStore Call AttributeLoad NameLoad attr NameLoad NameLoad If BoolOpAnd Call AttributeLoad NameLoad attr NameLoad CompareLt NameLoad NameLoad body Assign NameStore NameLoad Assign NameStore NameLoad handlers ExceptHandler body Pass TryExcept body Assign NameStore Call NameLoad Call AttributeLoad NameLoad attr NameLoad keyword NameLoad keyword NameLoad Assign NameStore Call AttributeLoad NameLoad attr NameLoad NameLoad If BoolOpAnd Call AttributeLoad NameLoad attr NameLoad CompareLt NameLoad NameLoad body Assign NameStore NameLoad Assign NameStore NameLoad handlers ExceptHandler body Pass TryExcept body Assign NameStore Call NameLoad Call AttributeLoad NameLoad attr NameLoad keyword BinOpAdd NameLoad NameLoad keyword NameLoad Assign NameStore Call AttributeLoad NameLoad attr NameLoad NameLoad If BoolOpAnd Call AttributeLoad NameLoad attr NameLoad CompareLt NameLoad NameLoad body Assign NameStore NameLoad Assign NameStore NameLoad handlers ExceptHandler body Pass TryExcept body Assign NameStore Call NameLoad Call AttributeLoad NameLoad attr NameLoad keyword BinOpSub NameLoad NameLoad keyword NameLoad Assign NameStore Call AttributeLoad NameLoad attr NameLoad NameLoad If BoolOpAnd Call AttributeLoad NameLoad attr NameLoad CompareLt NameLoad NameLoad body Assign NameStore NameLoad Assign NameStore NameLoad handlers ExceptHandler body Pass TryExcept body Assign NameStore Call NameLoad Call AttributeLoad NameLoad attr NameLoad keyword BinOpAdd NameLoad NameLoad keyword NameLoad Assign NameStore Call AttributeLoad NameLoad attr NameLoad NameLoad If BoolOpAnd Call AttributeLoad NameLoad attr NameLoad CompareLt NameLoad NameLoad body Assign NameStore NameLoad Assign NameStore NameLoad handlers ExceptHandler body Pass TryExcept body Assign NameStore Call NameLoad Call AttributeLoad NameLoad attr NameLoad keyword BinOpSub NameLoad NameLoad keyword NameLoad Assign NameStore Call AttributeLoad NameLoad attr NameLoad NameLoad If BoolOpAnd Call AttributeLoad NameLoad attr NameLoad CompareLt NameLoad NameLoad body Assign NameStore NameLoad Assign NameStore NameLoad handlers ExceptHandler body Pass If BoolOpAnd CompareLt NameLoad Num CompareIsNot NameLoad NameLoad body TryExcept body Assign NameStore Call NameLoad NameLoad Assign NameStore BinOpAdd BinOpMult Num NameLoad BinOpMult Num NameLoad Assign NameStore Call NameLoad NameLoad Assign NameStore BinOpAdd NameLoad BinOpDiv BinOpMult BinOpMult Num NameLoad BinOpAdd NameLoad Num BinOpSub BinOpSub NameLoad NameLoad Num Assign NameStore Dict Assign SubscriptStore NameLoad Index Str NameLoad Assign SubscriptStore NameLoad Index Str NameLoad Assign SubscriptStore NameLoad Index Str NameLoad Assign SubscriptStore NameLoad Index Str NameLoad Assign SubscriptStore NameLoad Index Str NameLoad If CompareEq NameLoad Str body Return ListLoad NameLoad NameLoad orelse If CompareEq NameLoad Str body Return ListLoad NameLoad NameLoad orelse Return ListLoad NameLoad NameLoad handlers ExceptHandler body Return Num orelse Return Num decorator_list decorator_list
N/A __future__ print_function __future__ unicode_literals __future__ absolute_import N/A numpy copy N/A N/A N/A scipy.interpolate scipy.optimize scipy.odr.odrpack N/A N/A N/A N/A N/A N/A N/A numpy seterr all ignore N/A pyeq2 N/A diffev custom_prng_for_diffev N/A N/A N/A N/A numpy random mtrand RandomState N/A __init__ N/A N/A self N/A N/A N/A N/A N/A N/A N/A N/A numpy random mtrand RandomState __init__ self N/A N/A N/A N/A numpy random seed 3 N/A N/A self max_index 5000 N/A N/A self array N/A N/A N/A numpy random rand N/A self max_index N/A N/A self index 0 N/A rand N/A N/A self inSize N/A N/A N/A N/A N/A N/A self index inSize N/A self max_index N/A N/A N/A self index 0 N/A return_val N/A N/A self array N/A N/A self index N/A N/A self index inSize N/A N/A self index inSize N/A return_val N/A N/A SolverService N/A object N/A N/A ListOfNonLinearSolverAlgorithmNames N/A Levenberg-Marquardt NelderMead Powell CG BFGS Newton-CG Anneal COBYLA SLSQP __init__ N/A N/A self N/A N/A N/A N/A self fminIterationLimit 2500 N/A N/A self fmin_xtol 1e-16 N/A N/A self fmin_ftol 1e-16 N/A N/A self fmin_FunctionLimit 2500 N/A SolveUsingLinear N/A N/A self inModel N/A N/A N/A N/A N/A N/A N/A inModel CanLinearSolverBeUsedForSSQABS False N/A N/A inModel fittingTarget SSQABS N/A N/A N/A Exception This equation cannot use a linear SSQ solver N/A N/A inModel solvedCoefficients N/A N/A N/A N/A numpy linalg lstsq N/A N/A N/A N/A inModel dataCache FindOrCreateAllDataCache inModel T N/A N/A N/A inModel dataCache allDataCacheDictionary N/A DependentData N/A 0 N/A N/A inModel solvedCoefficients N/A SolveUsingSimplex N/A N/A self inModel N/A N/A N/A N/A N/A N/A inModel dataCache FindOrCreateAllDataCache inModel N/A N/A inModel solvedCoefficients N/A N/A N/A scipy optimize fmin N/A inModel CalculateAllDataFittingTarget N/A inModel estimatedCoefficients maxiter N/A N/A len N/A inModel estimatedCoefficients N/A self fminIterationLimit maxfun N/A N/A len N/A inModel estimatedCoefficients N/A self fmin_FunctionLimit disp 0 xtol N/A self fmin_xtol ftol N/A self fmin_ftol N/A N/A inModel solvedCoefficients N/A SolveUsingDE N/A N/A self inModel N/A N/A N/A crossoverProbabilityForGA 0.75 N/A diffScaleForGA 0.25 N/A numberOfCoefficients N/A len N/A N/A inModel GetCoefficientDesignators N/A oneThirdOfPopulationSizeForGA N/A 500 numberOfCoefficients N/A N/A oneThirdOfPopulationSizeForGA 1500 N/A N/A oneThirdOfPopulationSizeForGA 1500 N/A maxGenerationsForGA N/A 5 numberOfCoefficients N/A N/A maxGenerationsForGA 25 N/A N/A maxGenerationsForGA 25 N/A guessDivisorForGA N/A 10.0 numberOfCoefficients N/A N/A guessDivisorForGA 50.0 N/A N/A guessDivisorForGA 50.0 N/A N/A N/A N/A inModel dataCache FindOrCreateReducedDataCache inModel N/A N/A N/A N/A numpy random seed 3 N/A largeValuesArray N/A N/A N/A N/A N/A numpy random random N/A oneThirdOfPopulationSizeForGA numberOfCoefficients 2000.0 1000.0 N/A smallValuesArray N/A N/A N/A N/A N/A numpy random random N/A oneThirdOfPopulationSizeForGA numberOfCoefficients 2.0 1.0 N/A tinyValuesArray N/A N/A N/A N/A N/A numpy random random N/A oneThirdOfPopulationSizeForGA numberOfCoefficients 0.002 0.001 N/A pop0 N/A N/A numpy append largeValuesArray N/A N/A numpy append smallValuesArray tinyValuesArray N/A N/A N/A N/A numpy random shuffle pop0 N/A pop0 N/A N/A pop0 reshape N/A oneThirdOfPopulationSizeForGA 3 numberOfCoefficients N/A N/A N/A inModel estimatedCoefficients N/A N/A N/A N/A pop0 N/A 0 N/A N/A copy deepcopy N/A inModel estimatedCoefficients N/A depData N/A N/A N/A inModel dataCache reducedDataCacheDictionary N/A DependentData N/A sufficientSolution N/A N/A N/A max depData N/A min depData guessDivisorForGA N/A de N/A N/A diffev DiffEvolver N/A inModel CalculateReducedDataFittingTarget pop0 crossover_rate crossoverProbabilityForGA scale diffScaleForGA prng N/A custom_prng_for_diffev N/A N/A N/A de solve sufficientSolution maxGenerationsForGA N/A N/A inModel solvedCoefficients N/A de best_vector N/A N/A inModel solvedCoefficients N/A SolveUsingSelectedAlgorithm N/A N/A self inModel inAlgorithmName N/A N/A N/A N/A inAlgorithmName N/A self ListOfNonLinearSolverAlgorithmNames N/A N/A N/A Exception N/A N/A " inAlgorithmName " was not in the list of known non-linear solver algorithm names.  Please see the SolverService class definition. N/A N/A N/A N/A inModel dataCache FindOrCreateAllDataCache inModel N/A N/A N/A N/A inModel dataCache FindOrCreateReducedDataCache inModel N/A results N/A N/A N/A N/A N/A inAlgorithmName Levenberg-Marquardt N/A N/A N/A coeffs unused N/A N/A N/A scipy optimize curve_fit N/A inModel WrapperForScipyCurveFit None N/A N/A N/A inModel dataCache allDataCacheDictionary N/A DependentData N/A N/A numpy ones N/A len N/A N/A inModel GetCoefficientDesignators maxfev 1000000 N/A N/A coeffs N/A N/A N/A scipy optimize minimize N/A inModel CalculateAllDataFittingTarget N/A N/A numpy ones N/A len N/A N/A inModel GetCoefficientDesignators method inAlgorithmName maxiter N/A N/A len N/A inModel estimatedCoefficients N/A self fminIterationLimit disp 0 N/A SSQ N/A N/A inModel CalculateAllDataFittingTarget coeffs N/A N/A N/A results append N/A SSQ coeffs N/A N/A N/A N/A N/A N/A N/A N/A inAlgorithmName Levenberg-Marquardt N/A N/A N/A coeffs unused N/A N/A N/A scipy optimize curve_fit N/A inModel WrapperForScipyCurveFit None N/A N/A N/A inModel dataCache allDataCacheDictionary N/A DependentData N/A inModel deEstimatedCoefficients maxfev 1000000 N/A N/A coeffs N/A N/A N/A scipy optimize minimize N/A inModel CalculateAllDataFittingTarget N/A inModel deEstimatedCoefficients method inAlgorithmName maxiter N/A N/A len N/A inModel estimatedCoefficients N/A self fminIterationLimit disp 0 N/A SSQ N/A N/A inModel CalculateAllDataFittingTarget coeffs N/A N/A N/A results append N/A SSQ coeffs N/A N/A N/A N/A N/A N/A N/A len N/A inModel estimatedCoefficients 0 N/A N/A N/A N/A coeffs N/A inModel estimatedCoefficients N/A SSQ N/A N/A inModel CalculateAllDataFittingTarget coeffs N/A N/A N/A results append N/A SSQ coeffs N/A N/A N/A N/A N/A N/A N/A N/A inAlgorithmName Levenberg-Marquardt N/A N/A N/A coeffs unused N/A N/A N/A scipy optimize curve_fit N/A inModel WrapperForScipyCurveFit None N/A N/A N/A inModel dataCache allDataCacheDictionary N/A DependentData N/A inModel estimatedCoefficients maxfev 1000000 N/A N/A coeffs N/A N/A N/A scipy optimize minimize N/A inModel CalculateAllDataFittingTarget N/A inModel estimatedCoefficients method inAlgorithmName maxiter N/A N/A len N/A inModel estimatedCoefficients N/A self fminIterationLimit disp 0 N/A SSQ N/A N/A inModel CalculateAllDataFittingTarget coeffs N/A N/A N/A results append N/A SSQ coeffs N/A N/A N/A N/A N/A N/A results N/A N/A N/A N/A N/A numpy ones N/A len N/A N/A inModel GetCoefficientDesignators N/A N/A N/A len results 1 N/A N/A N/A N/A results sort key N/A N/A N/A item N/A N/A item N/A 0 N/A N/A inModel solvedCoefficients N/A N/A results N/A 0 N/A 1 N/A N/A inModel solvedCoefficients N/A SolveUsingODR N/A N/A self inModel N/A N/A N/A data N/A N/A N/A inModel dataCache FindOrCreateAllDataCache inModel N/A modelObject N/A N/A N/A N/A scipy odr odrpack Model N/A inModel WrapperForODR N/A N/A len N/A N/A N/A inModel dataCache allDataCacheDictionary N/A Weights N/A N/A dataObject N/A N/A N/A N/A scipy odr odrpack Data N/A N/A N/A inModel dataCache allDataCacheDictionary N/A IndependentData N/A N/A N/A inModel dataCache allDataCacheDictionary N/A DependentData N/A N/A N/A inModel dataCache allDataCacheDictionary N/A Weights N/A N/A dataObject N/A N/A N/A N/A scipy odr odrpack Data N/A N/A N/A inModel dataCache allDataCacheDictionary N/A IndependentData N/A N/A N/A inModel dataCache allDataCacheDictionary N/A DependentData N/A results N/A N/A N/A N/A myodr N/A N/A N/A N/A scipy odr odrpack ODR dataObject modelObject beta0 N/A N/A numpy ones N/A len N/A N/A inModel GetCoefficientDesignators maxit N/A N/A len N/A N/A inModel GetCoefficientDesignators N/A self fminIterationLimit N/A N/A N/A myodr set_job fit_type 0 deriv 0 N/A out N/A N/A myodr run N/A coeffs N/A out beta N/A SSQ N/A out sum_square N/A N/A N/A N/A numpy any N/A N/A numpy isnan coeffs N/A N/A N/A N/A results append N/A SSQ coeffs N/A N/A N/A N/A N/A N/A N/A myodr N/A N/A N/A N/A scipy odr odrpack ODR dataObject modelObject beta0 N/A inModel deEstimatedCoefficients maxit N/A N/A len N/A N/A inModel GetCoefficientDesignators N/A self fminIterationLimit N/A N/A N/A myodr set_job fit_type 0 deriv 0 N/A out N/A N/A myodr run N/A coeffs N/A out beta N/A SSQ N/A out sum_square N/A N/A N/A N/A numpy any N/A N/A numpy isnan coeffs N/A N/A N/A N/A results append N/A SSQ coeffs N/A N/A N/A N/A N/A N/A N/A len N/A inModel estimatedCoefficients 0 N/A N/A N/A N/A coeffs N/A inModel estimatedCoefficients N/A SSQ N/A N/A inModel CalculateAllDataFittingTarget coeffs N/A N/A N/A results append N/A SSQ coeffs N/A N/A N/A N/A N/A N/A N/A myodr N/A N/A N/A N/A scipy odr odrpack ODR dataObject modelObject beta0 N/A inModel estimatedCoefficients maxit N/A N/A len N/A N/A inModel GetCoefficientDesignators N/A self fminIterationLimit N/A N/A N/A myodr set_job fit_type 0 deriv 0 N/A out N/A N/A myodr run N/A coeffs N/A out beta N/A SSQ N/A out sum_square N/A N/A N/A N/A numpy any N/A N/A numpy isnan coeffs N/A N/A N/A N/A results append N/A SSQ coeffs N/A N/A N/A N/A N/A N/A results N/A N/A N/A N/A N/A numpy ones N/A len N/A N/A inModel GetCoefficientDesignators N/A N/A N/A len results 1 N/A N/A N/A N/A results sort key N/A N/A N/A item N/A N/A item N/A 0 N/A N/A inModel solvedCoefficients N/A N/A results N/A 0 N/A 1 N/A N/A inModel solvedCoefficients N/A SolveUsingSpline N/A N/A self inModel N/A N/A N/A data N/A N/A N/A inModel dataCache FindOrCreateAllDataCache inModel N/A N/A N/A N/A inModel GetDimensionality 2 N/A N/A N/A inModel scipySpline N/A N/A N/A N/A scipy interpolate fitpack2 UnivariateSpline N/A data N/A 0 N/A N/A N/A inModel dataCache allDataCacheDictionary N/A DependentData s N/A inModel smoothingFactor k N/A inModel xOrder N/A N/A inModel solvedCoefficients N/A N/A inModel scipySpline _eval_args N/A N/A inModel solvedCoefficients N/A N/A N/A inModel scipySpline N/A N/A N/A N/A scipy interpolate fitpack2 SmoothBivariateSpline N/A data N/A 0 N/A data N/A 1 N/A N/A N/A inModel dataCache allDataCacheDictionary N/A DependentData s N/A inModel smoothingFactor kx N/A inModel xOrder ky N/A inModel yOrder N/A N/A inModel solvedCoefficients N/A N/A inModel scipySpline tck N/A N/A inModel solvedCoefficients N/A SolveStatisticalDistribution N/A N/A self distributionName data inCriteriaForUseInListSorting N/A N/A N/A criteriaList N/A AIC AICc_BA nnlf N/A N/A inCriteriaForUseInListSorting criteriaList N/A N/A N/A Exception Criteria to calculate for use in sorting was not in N/A str criteriaList N/A N/A N/A N/A distribution = scipy.stats. distributionName N/A N/A N/A N/A 0 N/A eps N/A N/A N/A N/A numpy finfo float eps 2.0 N/A data_min N/A N/A data min N/A data_max N/A N/A data max N/A data_mean N/A N/A data mean N/A data_range N/A data_max data_min N/A data_std_dev N/A N/A numpy std data dtype N/A numpy float32 N/A best_nnlf 1e+300 N/A best_parameters None N/A N/A N/A distribution name N/A beta N/A N/A N/A N/A rangeData N/A N/A data data_min data_range N/A data_mean N/A N/A rangeData mean N/A data_var N/A N/A rangeData var N/A par_a N/A data_mean N/A N/A N/A data_mean N/A 1.0 data_mean data_var 1.0 N/A par_b N/A N/A 1.0 data_mean N/A N/A N/A data_mean N/A 1.0 data_mean data_var 1.0 N/A par0 N/A par_a par_b N/A data_min N/A 0.001 data_min N/A data_range 1.001 N/A par_est N/A tuple N/A N/A distribution fit data loc N/A data_min N/A 0.01 data_min scale N/A data_range 1.01 N/A par0 N/A -2 N/A nnlf N/A N/A distribution nnlf par_est data N/A N/A N/A N/A numpy isfinite nnlf N/A nnlf best_nnlf N/A N/A best_parameters par_est N/A best_nnlf nnlf N/A N/A N/A N/A N/A N/A N/A distribution name N/A truncnorm betaprime reciprocal N/A N/A N/A N/A par0 N/A N/A data_mean N/A 2.0 data_std_dev N/A data_mean N/A 2.0 data_std_dev N/A par_est N/A tuple N/A N/A distribution fit data loc data_mean scale data_std_dev par0 N/A nnlf N/A N/A distribution nnlf par_est data N/A N/A N/A N/A numpy isfinite nnlf N/A nnlf best_nnlf N/A N/A best_parameters par_est N/A best_nnlf nnlf N/A N/A N/A N/A N/A N/A N/A par_est N/A tuple N/A N/A distribution fit data N/A nnlf N/A N/A distribution nnlf par_est data N/A N/A N/A N/A numpy isfinite nnlf N/A nnlf best_nnlf N/A N/A best_parameters par_est N/A best_nnlf nnlf N/A N/A N/A N/A N/A N/A N/A par_est N/A tuple N/A N/A distribution fit data loc 0.0 scale 1.0 N/A nnlf N/A N/A distribution nnlf par_est data N/A N/A N/A N/A numpy isfinite nnlf N/A nnlf best_nnlf N/A N/A best_parameters par_est N/A best_nnlf nnlf N/A N/A N/A N/A N/A N/A N/A par_est N/A tuple N/A N/A distribution fit data loc data_mean scale data_std_dev N/A nnlf N/A N/A distribution nnlf par_est data N/A N/A N/A N/A numpy isfinite nnlf N/A nnlf best_nnlf N/A N/A best_parameters par_est N/A best_nnlf nnlf N/A N/A N/A N/A N/A N/A N/A par_est N/A tuple N/A N/A distribution fit data loc N/A data_max eps scale data_std_dev N/A nnlf N/A N/A distribution nnlf par_est data N/A N/A N/A N/A numpy isfinite nnlf N/A nnlf best_nnlf N/A N/A best_parameters par_est N/A best_nnlf nnlf N/A N/A N/A N/A N/A N/A N/A par_est N/A tuple N/A N/A distribution fit data loc N/A data_min eps scale data_std_dev N/A nnlf N/A N/A distribution nnlf par_est data N/A N/A N/A N/A numpy isfinite nnlf N/A nnlf best_nnlf N/A N/A best_parameters par_est N/A best_nnlf nnlf N/A N/A N/A N/A N/A N/A N/A par_est N/A tuple N/A N/A distribution fit data loc N/A data_max eps scale data_range N/A nnlf N/A N/A distribution nnlf par_est data N/A N/A N/A N/A numpy isfinite nnlf N/A nnlf best_nnlf N/A N/A best_parameters par_est N/A best_nnlf nnlf N/A N/A N/A N/A N/A N/A N/A par_est N/A tuple N/A N/A distribution fit data loc N/A data_min eps scale data_range N/A nnlf N/A N/A distribution nnlf par_est data N/A N/A N/A N/A numpy isfinite nnlf N/A nnlf best_nnlf N/A N/A best_parameters par_est N/A best_nnlf nnlf N/A N/A N/A N/A N/A N/A N/A best_nnlf 1e+300 N/A best_parameters None N/A N/A N/A N/A k N/A len best_parameters N/A AIC N/A N/A 2.0 k N/A 2.0 best_nnlf N/A n N/A len data N/A AICc_BA N/A AIC N/A N/A N/A 2.0 k N/A k 1.0 N/A N/A n k 1.0 N/A temp N/A N/A N/A temp N/A distributionName distributionName N/A N/A temp N/A fittedParameters best_parameters N/A N/A temp N/A nnlf best_nnlf N/A N/A temp N/A AIC AIC N/A N/A temp N/A AICc_BA AICc_BA N/A N/A inCriteriaForUseInListSorting nnlf N/A N/A N/A best_nnlf temp N/A N/A N/A inCriteriaForUseInListSorting AIC N/A N/A N/A AIC temp N/A N/A N/A AICc_BA temp N/A N/A N/A N/A 0 N/A N/A 0 N/A N/A