-- Hoogle documentation, generated by Haddock
-- See Hoogle, http://www.haskell.org/hoogle/


-- | Classical data sets for statistics and machine learning
--   
--   Classical machine learning and statistics datasets from the UCI
--   Machine Learning Repository and other sources.
--   
--   <pre>
--   import Numeric.Datasets (getDataset)
--   import Numeric.Datasets.Iris (iris)
--   
--   main = do
--     irises &lt;- getDataset iris
--     print (length irises)
--     print (head irises)
--   </pre>
@package datasets
@version 0.1.0

module Paths_datasets
version :: Version
getBinDir :: IO FilePath
getLibDir :: IO FilePath
getDataDir :: IO FilePath
getLibexecDir :: IO FilePath
getDataFileName :: FilePath -> IO FilePath
getSysconfDir :: IO FilePath


-- | Old Faithful Geyser Eruption data
--   
--   Article: <a>http://web.pdx.edu/~jfreder/M212/oldfaithful.pdf</a>
--   
--   These data from:
--   <a>http://www2.stat.duke.edu/courses/Fall02/sta290/datasets/geyser</a>
--   
--   For more data, see
--   <a>http://www.geyserstudy.org/geyser.aspx?pGeyserNo=OLDFAITHFUL</a>
module Numeric.Datasets.OldFaithful
data OldFaithful
OF :: Int -> Double -> Double -> OldFaithful

-- | Recording day. 1-8: 1978, 16-23: 1979
[recordingDay] :: OldFaithful -> Int

-- | waiting time until next eruption
[waiting] :: OldFaithful -> Double

-- | duration of eruption in minutes
[duration] :: OldFaithful -> Double
oldFaithful :: [OldFaithful]


-- | Anscombe's quartet
--   
--   Four datasets with nearly identical statistical properties
--   
--   Wikipedia article:
--   <a>https://en.wikipedia.org/wiki/Anscombe%27s_quartet</a>
module Numeric.Datasets.Anscombe
anscombe :: [[(Double, Double)]]
anscombe1 :: [(Double, Double)]
anscombe2 :: [(Double, Double)]
anscombe3 :: [(Double, Double)]
anscombe4 :: [(Double, Double)]

module Numeric.Datasets

-- | Load a dataset, using the system temporary directory as a cache
getDataset :: Dataset a -> IO [a]

-- | A dataset is defined as a function from the caching directory to the
--   IO action that loads the data
type Dataset a = FilePath  Directory for caching downloaded datasets -> IO [a]
data Source
URL :: String -> Source
CabalDataFile :: FilePath -> Source

-- | Define a dataset from a pre-processing function and a source for a CSV
--   file
csvDatasetPreprocess :: FromRecord a => (ByteString -> ByteString) -> Source -> Dataset a

-- | Define a dataset from a source for a CSV file
csvDataset :: FromRecord a => Source -> Dataset a
getFileFromSource :: FilePath -> Source -> IO (ByteString)

-- | Turn dashes to CamlCase
dashToCamelCase :: String -> String

-- | Parse a field, first turning dashes to CamlCase
parseDashToCamelField :: Read a => Field -> Parser a

-- | parse somethign, based on its read instance
parseReadField :: Read a => Field -> Parser a

-- | Drop lines from a bytestring
dropLines :: Int -> ByteString -> ByteString

-- | Turn US-style decimals starting with a period (e.g. .2) into something
--   Haskell can parse (e.g. 0.2)
fixAmericanDecimals :: ByteString -> ByteString


-- | Abalone data set
--   
--   UCI ML Repository link
--   <a>https://archive.ics.uci.edu/ml/datasets/abalone</a>
module Numeric.Datasets.Abalone
data Sex
M :: Sex
F :: Sex
I :: Sex
data Abalone
Abalone :: Sex -> Double -> Double -> Double -> Double -> Double -> Double -> Double -> Int -> Abalone
[sex] :: Abalone -> Sex
[abaloneLength] :: Abalone -> Double
[diameter] :: Abalone -> Double
[height] :: Abalone -> Double
[wholeWeight] :: Abalone -> Double
[shuckedWeight] :: Abalone -> Double
[visceraWeight] :: Abalone -> Double
[shellWeight] :: Abalone -> Double
[rings] :: Abalone -> Int
abalone :: Dataset Abalone
instance GHC.Generics.Generic Numeric.Datasets.Abalone.Abalone
instance GHC.Read.Read Numeric.Datasets.Abalone.Abalone
instance GHC.Show.Show Numeric.Datasets.Abalone.Abalone
instance GHC.Generics.Generic Numeric.Datasets.Abalone.Sex
instance GHC.Classes.Eq Numeric.Datasets.Abalone.Sex
instance GHC.Read.Read Numeric.Datasets.Abalone.Sex
instance GHC.Show.Show Numeric.Datasets.Abalone.Sex
instance Data.Csv.Conversion.FromField Numeric.Datasets.Abalone.Sex
instance Data.Csv.Conversion.FromRecord Numeric.Datasets.Abalone.Abalone


-- | Adult (AKA Census Income) dataset.
--   
--   UCI ML Repository link
--   <a>http://archive.ics.uci.edu/ml/datasets/Adult</a>
module Numeric.Datasets.Adult
data WorkClass
Private :: WorkClass
SelfEmpNotInc :: WorkClass
SelfEmpInc :: WorkClass
FederalGov :: WorkClass
LocalGov :: WorkClass
StateGov :: WorkClass
WithoutPay :: WorkClass
NeverWorked :: WorkClass
data MaritalStatus
MarriedCivSpouse :: MaritalStatus
Divorced :: MaritalStatus
NeverMarried :: MaritalStatus
Separated :: MaritalStatus
Widowed :: MaritalStatus
MarriedSpouseAbsent :: MaritalStatus
MarriedAFSpouse :: MaritalStatus
data Occupation
TechSupport :: Occupation
CraftRepair :: Occupation
OtherService :: Occupation
Sales :: Occupation
ExecManagerial :: Occupation
ProfSpecialty :: Occupation
HandlersCleaners :: Occupation
MachineOpInspct :: Occupation
AdmClerical :: Occupation
FarmingFishing :: Occupation
TransportMoving :: Occupation
PrivHouseServ :: Occupation
ProtectiveServ :: Occupation
ArmedForces :: Occupation
data Relationship
Wife :: Relationship
OwnChild :: Relationship
Husband :: Relationship
NotInFamily :: Relationship
OtherRelative :: Relationship
Unmarried :: Relationship
data Race
White :: Race
AsianPacIslander :: Race
AmerIndianEskimo :: Race
Other :: Race
Black :: Race
data Sex
Female :: Sex
Male :: Sex
data Income
GT50K :: Income
LE50K :: Income
data Adult
Adult :: Int -> Maybe WorkClass -> Int -> Text -> Int -> MaritalStatus -> Maybe Occupation -> Relationship -> Race -> Sex -> Int -> Int -> Int -> Text -> Income -> Adult
[age] :: Adult -> Int
[workClass] :: Adult -> Maybe WorkClass
[finalWeight] :: Adult -> Int
[education] :: Adult -> Text
[educationNum] :: Adult -> Int
[maritalStatus] :: Adult -> MaritalStatus
[occupation] :: Adult -> Maybe Occupation
[relationship] :: Adult -> Relationship
[race] :: Adult -> Race
[sex] :: Adult -> Sex
[capitalGain] :: Adult -> Int
[capitalLoss] :: Adult -> Int
[hoursPerWeek] :: Adult -> Int
[nativeCountry] :: Adult -> Text
[income] :: Adult -> Income
adult :: Dataset Adult
adultTestSet :: Dataset Adult
instance GHC.Generics.Generic Numeric.Datasets.Adult.Adult
instance GHC.Read.Read Numeric.Datasets.Adult.Adult
instance GHC.Show.Show Numeric.Datasets.Adult.Adult
instance GHC.Generics.Generic Numeric.Datasets.Adult.Income
instance GHC.Classes.Eq Numeric.Datasets.Adult.Income
instance GHC.Read.Read Numeric.Datasets.Adult.Income
instance GHC.Show.Show Numeric.Datasets.Adult.Income
instance GHC.Generics.Generic Numeric.Datasets.Adult.Sex
instance GHC.Classes.Eq Numeric.Datasets.Adult.Sex
instance GHC.Read.Read Numeric.Datasets.Adult.Sex
instance GHC.Show.Show Numeric.Datasets.Adult.Sex
instance GHC.Generics.Generic Numeric.Datasets.Adult.Race
instance GHC.Classes.Eq Numeric.Datasets.Adult.Race
instance GHC.Read.Read Numeric.Datasets.Adult.Race
instance GHC.Show.Show Numeric.Datasets.Adult.Race
instance GHC.Generics.Generic Numeric.Datasets.Adult.Relationship
instance GHC.Classes.Eq Numeric.Datasets.Adult.Relationship
instance GHC.Read.Read Numeric.Datasets.Adult.Relationship
instance GHC.Show.Show Numeric.Datasets.Adult.Relationship
instance GHC.Generics.Generic Numeric.Datasets.Adult.Occupation
instance GHC.Classes.Eq Numeric.Datasets.Adult.Occupation
instance GHC.Read.Read Numeric.Datasets.Adult.Occupation
instance GHC.Show.Show Numeric.Datasets.Adult.Occupation
instance GHC.Generics.Generic Numeric.Datasets.Adult.MaritalStatus
instance GHC.Classes.Eq Numeric.Datasets.Adult.MaritalStatus
instance GHC.Read.Read Numeric.Datasets.Adult.MaritalStatus
instance GHC.Show.Show Numeric.Datasets.Adult.MaritalStatus
instance GHC.Generics.Generic Numeric.Datasets.Adult.WorkClass
instance GHC.Classes.Eq Numeric.Datasets.Adult.WorkClass
instance GHC.Read.Read Numeric.Datasets.Adult.WorkClass
instance GHC.Show.Show Numeric.Datasets.Adult.WorkClass
instance Data.Csv.Conversion.FromField Numeric.Datasets.Adult.WorkClass
instance Data.Csv.Conversion.FromField Numeric.Datasets.Adult.MaritalStatus
instance Data.Csv.Conversion.FromField Numeric.Datasets.Adult.Occupation
instance Data.Csv.Conversion.FromField Numeric.Datasets.Adult.Relationship
instance Data.Csv.Conversion.FromField Numeric.Datasets.Adult.Race
instance Data.Csv.Conversion.FromField Numeric.Datasets.Adult.Sex
instance Data.Csv.Conversion.FromField Numeric.Datasets.Adult.Income
instance Data.Csv.Conversion.FromRecord Numeric.Datasets.Adult.Adult


-- | Breast Cancer Wisconsin (Diagnostic) Data Set
--   
--   Repository link:
--   <a>http://mlr.cs.umass.edu/ml/datasets/Breast+Cancer+Wisconsin+%28Diagnostic%29</a>
module Numeric.Datasets.BreastCancerWisconsin
data Diagnosis
Malignant :: Diagnosis
Benign :: Diagnosis
data Prognosis
Recurrent :: Prognosis
Nonrecurrent :: Prognosis
intToDiagnosis :: Int -> Diagnosis
data BreastCancerEntry
BreastCancerEntry :: Int -> Int -> Int -> Int -> Int -> Int -> Maybe Int -> Int -> Int -> Int -> Diagnosis -> BreastCancerEntry
[sampleCodeNumber] :: BreastCancerEntry -> Int
[clumpThickness] :: BreastCancerEntry -> Int
[uniformityCellSize] :: BreastCancerEntry -> Int
[uniformityCellShape] :: BreastCancerEntry -> Int
[marginalAdhesion] :: BreastCancerEntry -> Int
[singleEpithelialCellSize] :: BreastCancerEntry -> Int
[bareNuclei] :: BreastCancerEntry -> Maybe Int
[blandChromatin] :: BreastCancerEntry -> Int
[normalNucleoli] :: BreastCancerEntry -> Int
[mitosis] :: BreastCancerEntry -> Int
[sampleClass] :: BreastCancerEntry -> Diagnosis
breastCancerDatabase :: Dataset BreastCancerEntry
data DiagnosticBreastCancer
DiagnosticBreastCancer :: Int -> Diagnosis -> CellFeatures -> DiagnosticBreastCancer
[diagnosticID] :: DiagnosticBreastCancer -> Int
[diagnosis] :: DiagnosticBreastCancer -> Diagnosis
[diagnosticCells] :: DiagnosticBreastCancer -> CellFeatures
data PrognosticBreastCancer
PrognosticBreastCancer :: Int -> Prognosis -> CellFeatures -> PrognosticBreastCancer
[prognosticID] :: PrognosticBreastCancer -> Int
[prognosis] :: PrognosticBreastCancer -> Prognosis
[prognosticCells] :: PrognosticBreastCancer -> CellFeatures
data CellFeatures
CellFeatures :: Double -> Double -> Double -> Double -> Double -> Double -> Double -> Double -> Double -> CellFeatures
[radius] :: CellFeatures -> Double
[perimeter] :: CellFeatures -> Double
[area] :: CellFeatures -> Double
[smoothness] :: CellFeatures -> Double
[compactness] :: CellFeatures -> Double
[concavity] :: CellFeatures -> Double
[concavePoints] :: CellFeatures -> Double
[symmetry] :: CellFeatures -> Double
[fractalDimension] :: CellFeatures -> Double
charToDiagnosis :: String -> Diagnosis
charToPrognosis :: String -> Prognosis
diagnosticBreastCancer :: Dataset DiagnosticBreastCancer
prognosticBreastCancer :: Dataset PrognosticBreastCancer
instance GHC.Generics.Generic Numeric.Datasets.BreastCancerWisconsin.DiagnosticBreastCancer
instance GHC.Read.Read Numeric.Datasets.BreastCancerWisconsin.DiagnosticBreastCancer
instance GHC.Show.Show Numeric.Datasets.BreastCancerWisconsin.DiagnosticBreastCancer
instance GHC.Generics.Generic Numeric.Datasets.BreastCancerWisconsin.PrognosticBreastCancer
instance GHC.Read.Read Numeric.Datasets.BreastCancerWisconsin.PrognosticBreastCancer
instance GHC.Show.Show Numeric.Datasets.BreastCancerWisconsin.PrognosticBreastCancer
instance GHC.Generics.Generic Numeric.Datasets.BreastCancerWisconsin.CellFeatures
instance GHC.Read.Read Numeric.Datasets.BreastCancerWisconsin.CellFeatures
instance GHC.Show.Show Numeric.Datasets.BreastCancerWisconsin.CellFeatures
instance GHC.Generics.Generic Numeric.Datasets.BreastCancerWisconsin.BreastCancerEntry
instance GHC.Read.Read Numeric.Datasets.BreastCancerWisconsin.BreastCancerEntry
instance GHC.Show.Show Numeric.Datasets.BreastCancerWisconsin.BreastCancerEntry
instance GHC.Generics.Generic Numeric.Datasets.BreastCancerWisconsin.Prognosis
instance GHC.Classes.Eq Numeric.Datasets.BreastCancerWisconsin.Prognosis
instance GHC.Read.Read Numeric.Datasets.BreastCancerWisconsin.Prognosis
instance GHC.Show.Show Numeric.Datasets.BreastCancerWisconsin.Prognosis
instance GHC.Generics.Generic Numeric.Datasets.BreastCancerWisconsin.Diagnosis
instance GHC.Classes.Eq Numeric.Datasets.BreastCancerWisconsin.Diagnosis
instance GHC.Read.Read Numeric.Datasets.BreastCancerWisconsin.Diagnosis
instance GHC.Show.Show Numeric.Datasets.BreastCancerWisconsin.Diagnosis
instance Data.Csv.Conversion.FromRecord Numeric.Datasets.BreastCancerWisconsin.BreastCancerEntry
instance Data.Csv.Conversion.FromRecord Numeric.Datasets.BreastCancerWisconsin.DiagnosticBreastCancer
instance Data.Csv.Conversion.FromRecord Numeric.Datasets.BreastCancerWisconsin.PrognosticBreastCancer
instance Data.Csv.Conversion.FromRecord Numeric.Datasets.BreastCancerWisconsin.CellFeatures


-- | Car dataset
--   
--   UCI ML Repository link
--   <a>https://archive.ics.uci.edu/ml/datasets/car</a>
module Numeric.Datasets.Car
data RelScore
Low :: RelScore
Med :: RelScore
High :: RelScore
VeryHigh :: RelScore
data RelSize
Small :: RelSize
Medium :: RelSize
Big :: RelSize
data Acceptability
Unacceptable :: Acceptability
Acceptable :: Acceptability
Good :: Acceptability
VeryGood :: Acceptability
data Count
N :: Int -> Count
NOrMore :: Int -> Count
More :: Count
data Car
Car :: RelScore -> RelScore -> Count -> Count -> RelSize -> RelScore -> Acceptability -> Car
[buying] :: Car -> RelScore
[maintenance] :: Car -> RelScore
[doors] :: Car -> Count
[persons] :: Car -> Count
[luggageBoot] :: Car -> RelSize
[safety] :: Car -> RelScore
[acceptability] :: Car -> Acceptability
car :: Dataset Car
instance GHC.Generics.Generic Numeric.Datasets.Car.Car
instance GHC.Read.Read Numeric.Datasets.Car.Car
instance GHC.Show.Show Numeric.Datasets.Car.Car
instance GHC.Generics.Generic Numeric.Datasets.Car.Count
instance GHC.Classes.Eq Numeric.Datasets.Car.Count
instance GHC.Read.Read Numeric.Datasets.Car.Count
instance GHC.Show.Show Numeric.Datasets.Car.Count
instance GHC.Generics.Generic Numeric.Datasets.Car.Acceptability
instance GHC.Classes.Eq Numeric.Datasets.Car.Acceptability
instance GHC.Read.Read Numeric.Datasets.Car.Acceptability
instance GHC.Show.Show Numeric.Datasets.Car.Acceptability
instance GHC.Generics.Generic Numeric.Datasets.Car.RelSize
instance GHC.Classes.Eq Numeric.Datasets.Car.RelSize
instance GHC.Read.Read Numeric.Datasets.Car.RelSize
instance GHC.Show.Show Numeric.Datasets.Car.RelSize
instance GHC.Generics.Generic Numeric.Datasets.Car.RelScore
instance GHC.Classes.Eq Numeric.Datasets.Car.RelScore
instance GHC.Read.Read Numeric.Datasets.Car.RelScore
instance GHC.Show.Show Numeric.Datasets.Car.RelScore
instance Data.Csv.Conversion.FromField Numeric.Datasets.Car.RelScore
instance Data.Csv.Conversion.FromField Numeric.Datasets.Car.RelSize
instance Data.Csv.Conversion.FromField Numeric.Datasets.Car.Acceptability
instance Data.Csv.Conversion.FromField Numeric.Datasets.Car.Count
instance Data.Csv.Conversion.FromRecord Numeric.Datasets.Car.Car


-- | The classical Iris dataset, due to R.A. Fisher.
--   
--   UCI ML Repository link
--   <a>https://archive.ics.uci.edu/ml/datasets/Iris</a>
module Numeric.Datasets.Iris
data IrisClass
Setosa :: IrisClass
Versicolor :: IrisClass
Virginica :: IrisClass
data Iris
Iris :: Double -> Double -> Double -> Double -> IrisClass -> Iris
[sepalLength] :: Iris -> Double
[sepalWidth] :: Iris -> Double
[petalLength] :: Iris -> Double
[petalWidth] :: Iris -> Double
[irisClass] :: Iris -> IrisClass
iris :: Dataset Iris
instance GHC.Generics.Generic Numeric.Datasets.Iris.Iris
instance GHC.Read.Read Numeric.Datasets.Iris.Iris
instance GHC.Show.Show Numeric.Datasets.Iris.Iris
instance GHC.Generics.Generic Numeric.Datasets.Iris.IrisClass
instance GHC.Classes.Eq Numeric.Datasets.Iris.IrisClass
instance GHC.Read.Read Numeric.Datasets.Iris.IrisClass
instance GHC.Show.Show Numeric.Datasets.Iris.IrisClass
instance Data.Csv.Conversion.FromField Numeric.Datasets.Iris.IrisClass
instance Data.Csv.Conversion.FromRecord Numeric.Datasets.Iris.Iris


-- | Wine Data set
--   
--   UCI ML Repository link <a>http://mlr.cs.umass.edu/ml/datasets/Wine</a>
module Numeric.Datasets.Wine
data Wine
Wine :: Int -> Double -> Double -> Double -> Double -> Double -> Double -> Double -> Double -> Double -> Double -> Double -> Double -> Int -> Wine
[wineClass] :: Wine -> Int
[alcohol] :: Wine -> Double
[malicAcid] :: Wine -> Double
[ash] :: Wine -> Double
[ashAlcalinity] :: Wine -> Double
[magnesium] :: Wine -> Double
[totalPhenols] :: Wine -> Double
[flavanoids] :: Wine -> Double
[nonflavanoidPhenols] :: Wine -> Double
[proanthocyanins] :: Wine -> Double
[colorIntensity] :: Wine -> Double
[hue] :: Wine -> Double
[dilutedOD280toOD315] :: Wine -> Double
[proline] :: Wine -> Int
wine :: Dataset Wine
instance GHC.Generics.Generic Numeric.Datasets.Wine.Wine
instance GHC.Read.Read Numeric.Datasets.Wine.Wine
instance GHC.Show.Show Numeric.Datasets.Wine.Wine
instance Data.Csv.Conversion.FromRecord Numeric.Datasets.Wine.Wine