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	| Author | SHA1 | Date | |
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					18c7a1f551 | ||
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					c7c1669b42 | ||
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					6ce2bb8b19 | ||
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					fd15178054 | ||
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					dcfe1ee497 | ||
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					c6de876e2d | ||
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					155bc888bf | ||
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					137aaf81f4 | 
@ -38,7 +38,7 @@ lE =
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            ((Ref.SomeTypeRep (Ref.TypeRep @(Int -> Int -> Int))), ["(+)", "(-)", "(*)"]),
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					            ((Ref.SomeTypeRep (Ref.TypeRep @(Int -> Int -> Int))), ["(+)", "(-)", "(*)"]),
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            -- Logic
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					            -- Logic
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            ((Ref.SomeTypeRep (Ref.TypeRep @(Bool -> Bool -> Bool))), ["(&&)", "(||)"]),
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					            ((Ref.SomeTypeRep (Ref.TypeRep @(Bool -> Bool -> Bool))), ["(&&)", "(||)"]),
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            -- Ordered Enums
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					            -- Ordered
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            ((Ref.SomeTypeRep (Ref.TypeRep @(Int -> Int -> Bool))), ["(>)", "(==)", "(/=)", "(>=)"]),
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					            ((Ref.SomeTypeRep (Ref.TypeRep @(Int -> Int -> Bool))), ["(>)", "(==)", "(/=)", "(>=)"]),
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            ((Ref.SomeTypeRep (Ref.TypeRep @(AccountStatus -> AccountStatus -> Bool))), ["(>)", "(==)", "(/=)", "(>=)"]),
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					            ((Ref.SomeTypeRep (Ref.TypeRep @(AccountStatus -> AccountStatus -> Bool))), ["(>)", "(==)", "(/=)", "(>=)"]),
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            ((Ref.SomeTypeRep (Ref.TypeRep @(CreditHistory -> CreditHistory -> Bool))), ["(>)", "(==)", "(/=)", "(>=)"]),
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					            ((Ref.SomeTypeRep (Ref.TypeRep @(CreditHistory -> CreditHistory -> Bool))), ["(>)", "(==)", "(/=)", "(>=)"]),
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@ -46,7 +46,7 @@ lE =
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            ((Ref.SomeTypeRep (Ref.TypeRep @(EmploymentStatus -> EmploymentStatus -> Bool))), ["(>)", "(==)", "(/=)", "(>=)"]),
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					            ((Ref.SomeTypeRep (Ref.TypeRep @(EmploymentStatus -> EmploymentStatus -> Bool))), ["(>)", "(==)", "(/=)", "(>=)"]),
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            ((Ref.SomeTypeRep (Ref.TypeRep @(OtherDebtors -> OtherDebtors -> Bool))), ["(>)", "(==)", "(/=)", "(>=)"]),
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					            ((Ref.SomeTypeRep (Ref.TypeRep @(OtherDebtors -> OtherDebtors -> Bool))), ["(>)", "(==)", "(/=)", "(>=)"]),
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            ((Ref.SomeTypeRep (Ref.TypeRep @(Job -> Job -> Bool))), ["(>)", "(==)", "(/=)", "(>=)"]),
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					            ((Ref.SomeTypeRep (Ref.TypeRep @(Job -> Job -> Bool))), ["(>)", "(==)", "(/=)", "(>=)"]),
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            -- Eq Enum
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					            -- Eq
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            ((Ref.SomeTypeRep (Ref.TypeRep @(GermanClass -> GermanClass -> Bool))), ["(==)", "(/=)"]),
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					            ((Ref.SomeTypeRep (Ref.TypeRep @(GermanClass -> GermanClass -> Bool))), ["(==)", "(/=)"]),
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            ((Ref.SomeTypeRep (Ref.TypeRep @(Purpose -> Purpose -> Bool))), ["(==)", "(/=)"]),
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					            ((Ref.SomeTypeRep (Ref.TypeRep @(Purpose -> Purpose -> Bool))), ["(==)", "(/=)"]),
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            ((Ref.SomeTypeRep (Ref.TypeRep @(StatusAndSex -> StatusAndSex -> Bool))), ["(==)", "(/=)"]),
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					            ((Ref.SomeTypeRep (Ref.TypeRep @(StatusAndSex -> StatusAndSex -> Bool))), ["(==)", "(/=)"]),
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@ -55,7 +55,7 @@ lE =
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            ((Ref.SomeTypeRep (Ref.TypeRep @(Housing -> Housing -> Bool))), ["(==)", "(/=)"]),
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					            ((Ref.SomeTypeRep (Ref.TypeRep @(Housing -> Housing -> Bool))), ["(==)", "(/=)"]),
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            -- Any Type
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					            -- Any Type
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            ((Ref.SomeTypeRep (Ref.TypeRep @(Bool -> Int -> Int -> Int))), ["if'"]),
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					            ((Ref.SomeTypeRep (Ref.TypeRep @(Bool -> Int -> Int -> Int))), ["if'"]),
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            ((Ref.SomeTypeRep (Ref.TypeRep @(Bool -> GermanClass -> GermanClass -> GermanClass))), ["if'","if'","if'","if'","if'","if'","if'","if'"]),
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					            ((Ref.SomeTypeRep (Ref.TypeRep @(Bool -> GermanClass -> GermanClass -> GermanClass))), ["if'"]),
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            ((Ref.SomeTypeRep (Ref.TypeRep @(Bool -> AccountStatus -> AccountStatus -> AccountStatus))), ["if'"]),
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					            ((Ref.SomeTypeRep (Ref.TypeRep @(Bool -> AccountStatus -> AccountStatus -> AccountStatus))), ["if'"]),
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            ((Ref.SomeTypeRep (Ref.TypeRep @(Bool -> CreditHistory -> CreditHistory -> CreditHistory))), ["if'"]),
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					            ((Ref.SomeTypeRep (Ref.TypeRep @(Bool -> CreditHistory -> CreditHistory -> CreditHistory))), ["if'"]),
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            ((Ref.SomeTypeRep (Ref.TypeRep @(Bool -> Purpose -> Purpose -> Purpose))), ["if'"]),
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					            ((Ref.SomeTypeRep (Ref.TypeRep @(Bool -> Purpose -> Purpose -> Purpose))), ["if'"]),
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@ -86,13 +86,13 @@ lE =
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            ((Ref.SomeTypeRep (Ref.TypeRep @(Job))), [(fmap show (enumUniform UnemployedOrUnskilledNonResident HighlySkilled ))])
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					            ((Ref.SomeTypeRep (Ref.TypeRep @(Job))), [(fmap show (enumUniform UnemployedOrUnskilledNonResident HighlySkilled ))])
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          ],
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					          ],
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      targetType = (Ref.SomeTypeRep (Ref.TypeRep @(AccountStatus -> Int -> CreditHistory -> Purpose -> Int -> Savings -> EmploymentStatus -> Int -> StatusAndSex -> OtherDebtors -> Int -> Property -> Int -> OtherPlans -> Housing -> Int -> Job -> Int -> Bool -> Bool -> GermanClass))),
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					      targetType = (Ref.SomeTypeRep (Ref.TypeRep @(AccountStatus -> Int -> CreditHistory -> Purpose -> Int -> Savings -> EmploymentStatus -> Int -> StatusAndSex -> OtherDebtors -> Int -> Property -> Int -> OtherPlans -> Housing -> Int -> Job -> Int -> Bool -> Bool -> GermanClass))),
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      maxDepth = 8,
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					      maxDepth = 9,
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      weights =
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					      weights =
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        ExpressionWeights
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					        ExpressionWeights
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          { lambdaSpucker = 1,
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					          { lambdaSpucker = 0,
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            lambdaSchlucker = 2,
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					            lambdaSchlucker = 10,
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            symbol = 30,
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					            symbol = 100,
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            variable = 10,
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					            variable = 5,
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            constant = 5
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					            constant = 5
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          }
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					          }
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    }
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					    }
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@ -34,12 +34,17 @@ lE =
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  LambdaEnviroment
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					  LambdaEnviroment
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    { functions =
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					    { functions =
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        Map.fromList
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					        Map.fromList
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          [ ((Ref.SomeTypeRep (Ref.TypeRep @(Float -> Float -> Float))), ["(+)", "(-)", "(*)"]),
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					          [  -- Math
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            ((Ref.SomeTypeRep (Ref.TypeRep @(Float -> Float -> Bool))), ["(>)", "(==)", "(>=)"]),
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					            ((Ref.SomeTypeRep (Ref.TypeRep @(Float -> Float -> Float))), ["(+)", "(-)", "(*)"]),
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            ((Ref.SomeTypeRep (Ref.TypeRep @(IrisClass -> IrisClass -> Bool))), ["(==)"]),
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					            -- Logic
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            ((Ref.SomeTypeRep (Ref.TypeRep @(Bool -> Float -> Float -> Float))), ["if'","if'","if'","if'","if'","if'","if'","if'"]),
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            ((Ref.SomeTypeRep (Ref.TypeRep @(Bool -> Bool -> Bool))), ["(&&)", "(||)"]),
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					            ((Ref.SomeTypeRep (Ref.TypeRep @(Bool -> Bool -> Bool))), ["(&&)", "(||)"]),
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            ((Ref.SomeTypeRep (Ref.TypeRep @(Bool -> IrisClass -> IrisClass -> IrisClass))), ["if'","if'","if'","if'","if'","if'","if'","if'","if'","if'"])
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					            -- Ordered
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					            ((Ref.SomeTypeRep (Ref.TypeRep @(Float -> Float -> Bool))), ["(>)", "(==)", "(/=)", "(>=)"]),
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					            -- Eq
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					            ((Ref.SomeTypeRep (Ref.TypeRep @(IrisClass -> IrisClass -> Bool))), ["(==)","(/=)"]),
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					            -- Any Type
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					            ((Ref.SomeTypeRep (Ref.TypeRep @(Bool -> Float -> Float -> Float))), ["if'"]),
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					            ((Ref.SomeTypeRep (Ref.TypeRep @(Bool -> IrisClass -> IrisClass -> IrisClass))), ["if'"])
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          ],
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					          ],
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      constants =
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					      constants =
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        Map.fromList
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					        Map.fromList
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@ -48,13 +53,13 @@ lE =
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            ((Ref.SomeTypeRep (Ref.TypeRep @(IrisClass))), [(fmap show (enumUniform Setosa Versicolor :: RVar IrisClass))])
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					            ((Ref.SomeTypeRep (Ref.TypeRep @(IrisClass))), [(fmap show (enumUniform Setosa Versicolor :: RVar IrisClass))])
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          ],
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					          ],
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      targetType = (Ref.SomeTypeRep (Ref.TypeRep @(Float -> Float -> Float -> Float -> IrisClass))),
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					      targetType = (Ref.SomeTypeRep (Ref.TypeRep @(Float -> Float -> Float -> Float -> IrisClass))),
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      maxDepth = 10,
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					      maxDepth = 9,
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      weights =
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					      weights =
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        ExpressionWeights
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					        ExpressionWeights
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          { lambdaSpucker = 1,
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					          { lambdaSpucker = 0,
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            lambdaSchlucker = 1,
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					            lambdaSchlucker = 10,
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            symbol = 30,
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					            symbol = 100,
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            variable = 100,
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					            variable = 5,
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            constant = 5
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					            constant = 5
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          }
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					          }
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    }
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					    }
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@ -63,7 +68,7 @@ lEE :: LamdaExecutionEnv
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lEE =
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					lEE =
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  LamdaExecutionEnv
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					  LamdaExecutionEnv
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    { -- For now these need to define all available functions and types. Generic functions can be used.
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					    { -- For now these need to define all available functions and types. Generic functions can be used.
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      imports = ["LambdaDatasets.IrisDataset"],
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					      imports = ["LambdaDatasets.IrisDefinition"],
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      training = True,
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					      training = True,
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      trainingData =
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					      trainingData =
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        ( map fst (takeFraktion 0.8 irisTrainingData),
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					        ( map fst (takeFraktion 0.8 irisTrainingData),
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@ -84,7 +89,7 @@ shuffledLEE = do
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  itD <- smpl $ shuffle irisTrainingData
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					  itD <- smpl $ shuffle irisTrainingData
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  return  LamdaExecutionEnv
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					  return  LamdaExecutionEnv
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    { -- For now these need to define all available functions and types. Generic functions can be used.
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					    { -- For now these need to define all available functions and types. Generic functions can be used.
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      imports = ["LambdaDatasets.IrisDataset"],
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					      imports = ["LambdaDatasets.IrisDefinition"],
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      training = True,
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					      training = True,
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      trainingData =
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					      trainingData =
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        ( map fst (takeFraktion 0.8 itD),
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					        ( map fst (takeFraktion 0.8 itD),
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@ -37,7 +37,7 @@ lE =
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          [ -- Math
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					          [ -- Math
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            -- Logic
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					            -- Logic
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            ((Ref.SomeTypeRep (Ref.TypeRep @(Bool -> Bool -> Bool))), ["(&&)", "(||)"]),
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					            ((Ref.SomeTypeRep (Ref.TypeRep @(Bool -> Bool -> Bool))), ["(&&)", "(||)"]),
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            -- Ordered Enums
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					            -- Ordered
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            ((Ref.SomeTypeRep (Ref.TypeRep @(NurseryClass -> NurseryClass -> Bool))), ["(>)", "(==)", "(/=)", "(>=)"]),
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					            ((Ref.SomeTypeRep (Ref.TypeRep @(NurseryClass -> NurseryClass -> Bool))), ["(>)", "(==)", "(/=)", "(>=)"]),
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            ((Ref.SomeTypeRep (Ref.TypeRep @(Parents -> Parents -> Bool))), ["(>)", "(==)", "(/=)", "(>=)"]),
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					            ((Ref.SomeTypeRep (Ref.TypeRep @(Parents -> Parents -> Bool))), ["(>)", "(==)", "(/=)", "(>=)"]),
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            ((Ref.SomeTypeRep (Ref.TypeRep @(HasNurs -> HasNurs -> Bool))), ["(>)", "(==)", "(/=)", "(>=)"]),
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					            ((Ref.SomeTypeRep (Ref.TypeRep @(HasNurs -> HasNurs -> Bool))), ["(>)", "(==)", "(/=)", "(>=)"]),
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@ -47,7 +47,7 @@ lE =
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            ((Ref.SomeTypeRep (Ref.TypeRep @(Finance -> Finance -> Bool))), ["(>)", "(==)", "(/=)", "(>=)"]),
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					            ((Ref.SomeTypeRep (Ref.TypeRep @(Finance -> Finance -> Bool))), ["(>)", "(==)", "(/=)", "(>=)"]),
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            ((Ref.SomeTypeRep (Ref.TypeRep @(Social -> Social -> Bool))), ["(>)", "(==)", "(/=)", "(>=)"]),
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					            ((Ref.SomeTypeRep (Ref.TypeRep @(Social -> Social -> Bool))), ["(>)", "(==)", "(/=)", "(>=)"]),
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            ((Ref.SomeTypeRep (Ref.TypeRep @(Health -> Health -> Bool))), ["(>)", "(==)", "(/=)", "(>=)"]),
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					            ((Ref.SomeTypeRep (Ref.TypeRep @(Health -> Health -> Bool))), ["(>)", "(==)", "(/=)", "(>=)"]),
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            -- Eq Enum
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					            -- Eq
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            -- Any Type
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					            -- Any Type
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            ((Ref.SomeTypeRep (Ref.TypeRep @(Bool -> Int -> Int -> Int))), ["if'"]),
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					            ((Ref.SomeTypeRep (Ref.TypeRep @(Bool -> Int -> Int -> Int))), ["if'"]),
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            ((Ref.SomeTypeRep (Ref.TypeRep @(Bool -> NurseryClass -> NurseryClass -> NurseryClass))), ["if'","if'","if'","if'","if'","if'","if'","if'"]),
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					            ((Ref.SomeTypeRep (Ref.TypeRep @(Bool -> NurseryClass -> NurseryClass -> NurseryClass))), ["if'","if'","if'","if'","if'","if'","if'","if'"]),
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@ -74,13 +74,13 @@ lE =
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            ((Ref.SomeTypeRep (Ref.TypeRep @(Health))), [(fmap show (enumUniform NotRecommendHealth PriorityHealth ))])
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					            ((Ref.SomeTypeRep (Ref.TypeRep @(Health))), [(fmap show (enumUniform NotRecommendHealth PriorityHealth ))])
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          ],
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					          ],
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      targetType = (Ref.SomeTypeRep (Ref.TypeRep @(Parents -> HasNurs -> Form -> Children -> Housing -> Finance -> Social -> Health -> NurseryClass))),
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					      targetType = (Ref.SomeTypeRep (Ref.TypeRep @(Parents -> HasNurs -> Form -> Children -> Housing -> Finance -> Social -> Health -> NurseryClass))),
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      maxDepth = 8,
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					      maxDepth = 9,
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      weights =
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					      weights =
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        ExpressionWeights
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					        ExpressionWeights
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          { lambdaSpucker = 1,
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					          { lambdaSpucker = 0,
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            lambdaSchlucker = 2,
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					            lambdaSchlucker = 10,
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            symbol = 30,
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					            symbol = 100,
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            variable = 20,
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					            variable = 5,
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            constant = 5
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					            constant = 5
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          }
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					          }
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    }
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					    }
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@ -35,7 +35,7 @@ options =
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      ( long "population-size"
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					      ( long "population-size"
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          <> short 'p'
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					          <> short 'p'
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          <> metavar "N"
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					          <> metavar "N"
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          <> value 400
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					          <> value 100
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          <> help "Population size"
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					          <> help "Population size"
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      )
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					      )
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@ -59,7 +59,7 @@ main =
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      selectionType = Tournament 3,
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					      selectionType = Tournament 3,
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      termination = (steps (iterations opts)),
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					      termination = (steps (iterations opts)),
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      poulationSize = (populationSize opts),
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					      poulationSize = (populationSize opts),
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      stepSize = 120,
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					      stepSize = 90,
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      elitismRatio = 5/100
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					      elitismRatio = 5/100
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    }
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					    }
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    pop' <- runEffect (for (run cfg) logCsv)
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					    pop' <- runEffect (for (run cfg) logCsv)
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