Safe Haskell	None
Language	Haskell2010

Data.TDigest.Tree.NonEmpty

Contents

Description

This is non empty version of TDigest, i.e. this is not a Monoid, but on the other hand, quantile returns Double not Maybe Double.

See Data.TDigest for documentation. The exports should be similar, sans non-Maybe results.

>>> quantile 0.99 (tdigest (1 :| [2..1000]) :: TDigest 25)
990.5

>>> quantile 0.99 (tdigest (1 :| [2..1000]) :: TDigest 3)
989.0...

t-Digest is more precise in tails, especially median is imprecise:

>>> median (forceCompress $ tdigest (1 :| [2..1000]) :: TDigest 25)
497.6...

Synopsis

data TDigest (comp :: Nat)
tdigest :: forall f (comp :: Nat). (Foldable1 f, KnownNat comp) => f Double -> TDigest comp
singleton :: forall (comp :: Nat). KnownNat comp => Double -> TDigest comp
insert :: forall (comp :: Nat). KnownNat comp => Double -> TDigest comp -> TDigest comp
insert' :: forall (comp :: Nat). KnownNat comp => Double -> TDigest comp -> TDigest comp
compress :: forall (comp :: Nat). KnownNat comp => TDigest comp -> TDigest comp
forceCompress :: forall (comp :: Nat). KnownNat comp => TDigest comp -> TDigest comp
totalWeight :: forall (comp :: Nat). TDigest comp -> Weight
minimumValue :: forall (comp :: Nat). TDigest comp -> Mean
maximumValue :: forall (comp :: Nat). TDigest comp -> Mean
median :: forall (comp :: Nat). TDigest comp -> Double
quantile :: forall (comp :: Nat). Double -> TDigest comp -> Double
mean :: forall (comp :: Nat). TDigest comp -> Double
variance :: forall (comp :: Nat). TDigest comp -> Double
stddev :: forall (comp :: Nat). TDigest comp -> Double
cdf :: forall (comp :: Nat). Double -> TDigest comp -> Double
icdf :: forall (comp :: Nat). Double -> TDigest comp -> Double
size :: forall (comp :: Nat). TDigest comp -> Int
valid :: forall (comp :: Nat). TDigest comp -> Bool
validate :: forall (comp :: Nat). TDigest comp -> Either String (TDigest comp)
debugPrint :: forall (comp :: Nat). TDigest comp -> IO ()

Construction

data TDigest (comp :: Nat) Source #

Instances details

KnownNat comp => Reducer Double (TDigest comp) Source #
Instance details Defined in Data.TDigest.Tree.NonEmpty Methods unit :: Double -> TDigest comp # snoc :: TDigest comp -> Double -> TDigest comp # cons :: Double -> TDigest comp -> TDigest comp #
KnownNat comp => Binary (TDigest comp) Source #
Instance details Defined in Data.TDigest.Tree.NonEmpty Methods put :: TDigest comp -> Put # get :: Get (TDigest comp) # putList :: [TDigest comp] -> Put #
NFData (TDigest comp) Source #
Instance details Defined in Data.TDigest.Tree.NonEmpty Methods rnf :: TDigest comp -> () #
KnownNat comp => Semigroup (TDigest comp) Source #
Instance details Defined in Data.TDigest.Tree.NonEmpty Methods (<>) :: TDigest comp -> TDigest comp -> TDigest comp # sconcat :: NonEmpty (TDigest comp) -> TDigest comp # stimes :: Integral b => b -> TDigest comp -> TDigest comp #
Show (TDigest comp) Source #
Instance details Defined in Data.TDigest.Tree.NonEmpty Methods showsPrec :: Int -> TDigest comp -> ShowS # show :: TDigest comp -> String # showList :: [TDigest comp] -> ShowS #
HasHistogram (TDigest comp) Identity Source #
Instance details Defined in Data.TDigest.Tree.NonEmpty Methods histogram :: TDigest comp -> Identity (NonEmpty HistBin) Source # totalWeight :: TDigest comp -> Weight Source #

tdigest :: forall f (comp :: Nat). (Foldable1 f, KnownNat comp) => f Double -> TDigest comp Source #

Population

singleton :: forall (comp :: Nat). KnownNat comp => Double -> TDigest comp Source #

insert :: forall (comp :: Nat). KnownNat comp => Double -> TDigest comp -> TDigest comp Source #

insert' :: forall (comp :: Nat). KnownNat comp => Double -> TDigest comp -> TDigest comp Source #

compress :: forall (comp :: Nat). KnownNat comp => TDigest comp -> TDigest comp Source #

forceCompress :: forall (comp :: Nat). KnownNat comp => TDigest comp -> TDigest comp Source #

minimumValue :: forall (comp :: Nat). TDigest comp -> Mean Source #

maximumValue :: forall (comp :: Nat). TDigest comp -> Mean Source #

median :: forall (comp :: Nat). TDigest comp -> Double Source #

quantile :: forall (comp :: Nat). Double -> TDigest comp -> Double Source #

mean :: forall (comp :: Nat). TDigest comp -> Double Source #

variance :: forall (comp :: Nat). TDigest comp -> Double Source #

stddev :: forall (comp :: Nat). TDigest comp -> Double Source #

cdf :: forall (comp :: Nat). Double -> TDigest comp -> Double Source #

icdf :: forall (comp :: Nat). Double -> TDigest comp -> Double Source #

Alias of quantile.

size :: forall (comp :: Nat). TDigest comp -> Int Source #

valid :: forall (comp :: Nat). TDigest comp -> Bool Source #

debugPrint :: forall (comp :: Nat). TDigest comp -> IO () Source #