timeseries 0.2.0 → 0.3.0

raw patch · 16 files changed

+1872/−236 lines, 16 filesdep +statistics

Dependencies added: statistics

Files

• CHANGES.md +9/−0
• README.md +10/−1
• benchmark/Benchmarks.hs +14/−3
• src/Data/TimeSeries.hs +2/−0
• src/Data/TimeSeries/Series.hs +63/−8
• src/Data/TimeSeries/Stats.hs +14/−2
• src/Data/TimeSeries/Time.hs +49/−0
• test-src/Data/TimeSeries/SeriesSpec.hs +55/−22
• test-src/Data/TimeSeries/TimeSpec.hs +30/−0
• test-src/Spec.hs +2/−0
• testdata/AirPassengers.csv +145/−0
• testdata/Daily__Dec-18-2016_09_42_43AM.csv +1273/−0
• testdata/co2.csv +193/−193
• testdata/small.csv +5/−5
• testdata/test-100K.csv too large to diff
• timeseries.cabal +8/−2

@@ -1,3 +1,12 @@+# Version 0.3++  * slice has different order of its parameters+  * valueAt has different order of its parameters+  * Added rolling window+  * Added variance and standard deviation+  * Added resampling operation++ # Version 0.2 (2016-12-15)    * Renamed function to load CSV file from **load** to **loadCSV**

@@ -4,8 +4,17 @@ # Welcome to Haskell Time Series library  Implemented functionality:-  * Base operations on time series (get value, slice, max etc.)+   * Reading and writing from CSV file+  * Base operations on time series:+    * get value+    * slice+  * Mapping and folding Series+  * Rolling window operation+  * Resampling based on time+  * Calculate statistics+    * min, max+    * median, variance, standard deviation   ## Installation

@@ -24,15 +24,26 @@ bigSeries = TS.tsSeries [1..seriesSize] [1..]  +smallSeries :: TS.Series Double+smallSeries = TS.tsSeries [1..10^4] [1..]++startTime :: UTCTime+startTime = posixSecondsToUTCTime $ fromIntegral 1++ main :: IO () main = defaultMain     [ bgroup "Basic operations"         [ bench "size"  $ nf TS.size bigSeries-        , bench "valueAt"  $ nf (\xs -> TS.valueAt xs lastIndex) bigSeries-        , bench "slice"  $ nf (\xs -> TS.valueAt (TS.slice xs (index 2) lastIndex) (index 1)) bigSeries+        , bench "valueAt"  $ nf (\xs -> TS.valueAt lastIndex xs) bigSeries+        , bench "slice"  $ nf (\xs -> TS.valueAt  (index 1) (TS.slice (index 2) lastIndex xs)) bigSeries         , bench "max"  $ nf maximum bigSeries         , bench "fmap"  $ nf (fmap (+ 2)) bigSeries         ]+    , bgroup "Group operation"+        [ bench "rolling" $ nf (TS.rolling 20 sum) smallSeries+        , bench "resampling" $ nf (TS.resample startTime (TS.seconds 20) sum) smallSeries+        ]     , bgroup "IO"-        [ bench "load CSV" $ nfIO (TS.loadCSV TS.NoHeader parseISODateTime "../testdata/test-100K.csv") ]+        [ bench "load CSV" $ nfIO (TS.loadCSV TS.NoHeader parseISODateTime "testdata/test-100K.csv") ]     ]

@@ -2,6 +2,7 @@ module Data.TimeSeries     ( module Data.TimeSeries.Series     , module Data.TimeSeries.Stats+    , module Data.TimeSeries.Time     , module Data.TimeSeries.IO.CSVReader     , module Data.TimeSeries.IO.CSVWriter     ) where@@ -9,5 +10,6 @@  import Data.TimeSeries.Series import Data.TimeSeries.Stats+import Data.TimeSeries.Time import Data.TimeSeries.IO.CSVReader import Data.TimeSeries.IO.CSVWriter

@@ -11,7 +11,11 @@ module Data.TimeSeries.Series     ( DataPoint     , Series+    , dpIndex+    , dpValue     , emptySeries+    , rolling+    , resample     , series     , size     , slice@@ -22,12 +26,15 @@     ) where  import Prelude hiding (max, min)-import Data.Time (UTCTime)+import Data.Time (UTCTime, NominalDiffTime, diffUTCTime) import Data.Time.Clock.POSIX (posixSecondsToUTCTime) +import Data.TimeSeries.Time (TimeResolution, nextTime) + -- | Data points is single index value od time series-data DataPoint a = DP !UTCTime a+data DataPoint a = DP { dpIndex :: !UTCTime+                      , dpValue :: a }                  deriving (Show, Eq)  instance Functor DataPoint where@@ -63,7 +70,9 @@ -- -- >seriesFromSeconds [1, 2, 3] [41.3, 52.22, 3.0] == Series [DP 1970-01-01 00:00:01 UTC 2.3,DP 1970-01-01 00:00:02 UTC 4.5] ---tsSeries :: [Integer] -> [a] -> Series a+tsSeries :: [Integer]       -- ^ List of index value given as number of seconds+         -> [a]             -- ^ List of value+         -> Series a        -- ^ Created Series tsSeries ts vs = Series (zipWith DP idx vs)     where idx = map (posixSecondsToUTCTime . fromIntegral) ts @@ -73,7 +82,7 @@ toList (Series xs) = map (\(DP x y) -> (x, y)) xs  --- | Get only series values+-- | Get series values values :: Series a -> [a] values ts = map (\(_, y) -> y) (toList ts) @@ -93,8 +102,10 @@ -- >valueAt (Series [DP 1 41.3, DP 2 52.22, DP 3 3.0]) 2 == Just 52.22 -- >valueAt (Series [DP 1 41.3, DP 2 52.22, DP 3 3.0]) 5 == Nothing ---valueAt :: Series a -> UTCTime -> Maybe a-valueAt (Series xs) ts = safeHead [y | DP x y <- xs, x == ts]+valueAt :: UTCTime      -- ^ Index position+        -> Series a     -- ^ Input Series+        -> Maybe a      -- ^ Value at given index+valueAt ts (Series xs) = safeHead [y | DP x y <- xs, x == ts]     where safeHead [] = Nothing           safeHead (i:_) = Just i @@ -105,7 +116,51 @@ -- >slice (Series [DP 1 41.3, DP 2 52.22, DP 3 3.0]) 2 3 == Series [DP 2 52.22, DP 3 3.0] -- >slice (Series [DP 1 41.3, DP 2 52.22, DP 3 3.0]) 5 23 == Series [] ---slice :: Series a -> UTCTime -> UTCTime -> Series a-slice (Series xs) start end = Series [DP x y | DP x y <- xs, x >= start && x <= end]+slice :: UTCTime        -- ^ Start time (inclusive)+      -> UTCTime        -- ^ End time (inclusive)+      -> Series a       -- ^ Input series+      -> Series a       -- ^ Sliced Series+slice start end (Series xs) = Series [DP x y | DP x y <- xs, x >= start && x <= end]  +-- | Apply function to rolling window to create new Series+-- Rolling window is also called Sliding Window.+rolling ::  NominalDiffTime -- ^ Window size+        -> ([a] -> b)       -- ^ Function applied to each window+        -> Series a         -- ^ Input Series+        -> Series b         -- ^ Converted Series+rolling dt f (Series xs) = Series $ map (\(i, vs) -> DP i (f vs)) (windows dt xs)++-- Create rolling windows based on given delta time.+windows ::  NominalDiffTime -> [DataPoint a] -> [(UTCTime, [a])]+windows _ [] = []+windows dt xs = g ys : if length xs > length ys then windows dt (tail xs) else []+    where+        -- Take data points from window based on time difference [DataPoint]+        ys = takeWhile (isInTimeRange dt (head xs)) xs+        -- Convert [DataPoint a] -> (UTCTime, [a])+        g vs = (dpIndex (last vs), values (Series vs))++-- Check if two DataPoints are closer then given time difference+isInTimeRange :: NominalDiffTime -> DataPoint a -> DataPoint a -> Bool+isInTimeRange dt (DP i _) (DP j _) = diffUTCTime j i < dt+++-- | Resample Time series+resample :: UTCTime             -- ^ Starting time+         -> TimeResolution      -- ^ Resampling resolution+         -> ([a] -> b)          -- ^ Function for aggregating data points+         -> Series a            -- ^ Input series+         -> Series b            -- ^ Resampled series+resample utc res f (Series xs) = Series (map (\(i, vs) -> DP i (f (g vs))) (resample' utc res xs))+    where+        g :: [DataPoint a] -> [a]+        g  = map dpValue++-- | Resample based on list+resample' :: UTCTime -> TimeResolution -> [DataPoint a] -> [(UTCTime, [DataPoint a])]+resample' _ _ [] = []+resample' utc res xs = (utc, ys) : resample' utc2 res zs+    where+        utc2 = nextTime res utc+        (ys, zs) = break (\(DP x _) -> x >= utc2) xs

@@ -1,14 +1,26 @@  module Data.TimeSeries.Stats     ( mean+    , std+    , variance     ) where  import Prelude hiding (max, min) import Data.TimeSeries.Series (Series)  --- | Return maximum value in the series+-- | Return Time Series mean mean :: Fractional a => Series a -> a mean xs = sum xs / fromIntegral (length xs)--- mean xs = (fromIntegral (length xs)) ++-- | Calculate Time Series variance+variance :: Floating a => Series a -> a+variance xs = sum (fmap (\x -> (x-mu)**2) xs) / fromIntegral (length xs)+    where mu = mean xs++++-- | Calculate Time Series Standard Deviation+std :: Floating a => Series a -> a+std = sqrt . variance

@@ -0,0 +1,49 @@+-- | Helper functions operating on date and Time+module Data.TimeSeries.Time+    ( TimeResolution+    , days+    , months+    , nextTime+    , seconds+    , years+    ) where++import Data.Time( UTCTime(..)+                , NominalDiffTime+                , addDays+                , addGregorianMonthsClip+                , addUTCTime)+++data TimeResolution = Years Integer+                    | Months Integer+                    | Days Integer+                    | Seconds NominalDiffTime+++-- | Create Time Resolution from days+days :: Integer -> TimeResolution+days n = Days n+++-- | Create Time Resolution from months+months :: Integer -> TimeResolution+months n = Months n+++-- | Create Time Resolution from seconds+seconds :: Int -> TimeResolution+seconds n = Seconds (fromIntegral n)+++-- | Create Time Resolution from years+years :: Integer -> TimeResolution+years n = Years n+++-- | Return Time Series mean+nextTime :: TimeResolution -> UTCTime -> UTCTime+nextTime (Years n) (UTCTime d s) = UTCTime (addGregorianMonthsClip (12 * n) d) s+nextTime (Months n) (UTCTime d s) = UTCTime (addGregorianMonthsClip n d) s+nextTime (Days n) (UTCTime d s) = UTCTime (addDays n d) s+nextTime (Seconds n) utc = addUTCTime n utc

@@ -1,56 +1,68 @@ module Data.TimeSeries.SeriesSpec (spec) where  import Test.Hspec+import Data.Time (UTCTime) import Data.Time.Clock.POSIX (posixSecondsToUTCTime, utcTimeToPOSIXSeconds)+import qualified Statistics.Sample as S+import qualified Data.Vector as V  import qualified Data.TimeSeries as TS+import Data.TimeSeries.Time (seconds)  +sampleSeries :: TS.Series Double+sampleSeries = TS.tsSeries [1..] [10.0, 1.2, 32.4, 0.6, 11.0]++ spec :: Spec spec = do -  describe "Basic operations" $ do--    it "return series size" $ do-        let idx = [1, 2, 3]-        let values = [1.0, 2.0, 3.0]-        TS.size (TS.tsSeries idx values) `shouldBe` 3+  describe "Converting Series" $ do      it "toList" $ do-        let idx = [1, 2, 3]-        let values = [1.0, 2.0, 3.0]-        let xs = TS.toList (TS.tsSeries idx values)-        map (\(x, y) -> (utcTimeToPOSIXSeconds x, y)) xs `shouldBe` [(1, 1.0), (2, 2.0), (3, 3.0)]+        let xs = TS.toList sampleSeries+        map (\(x, y) -> (utcTimeToPOSIXSeconds x, y)) xs `shouldBe` [(1, 10.0), (2, 1.2), (3, 32.4), (4, 0.6), (5, 11.0)] ++  describe "Selecting sub Series" $ do+     it "return data point value at given index" $ do-        let idx = [10, 20, 30]-        let values = [10.0, 12.0, 32.4]-        let pos = posixSecondsToUTCTime $ fromIntegral 20-        TS.valueAt (TS.tsSeries idx values) pos `shouldBe` Just 12.0+        let pos = posixSecondsToUTCTime $ fromIntegral 2+        TS.valueAt pos sampleSeries `shouldBe` Just 1.2      it "return Nothing value if wrong index" $ do         let idx = [10, 20, 30]         let values = [10.0, 12.0, 32.4]         let pos = posixSecondsToUTCTime $ fromIntegral 1234-        TS.valueAt (TS.tsSeries idx values) pos `shouldBe` Nothing+        TS.valueAt pos (TS.tsSeries idx values) `shouldBe` Nothing      it "return subset" $ do         let xs = TS.tsSeries [1..5] [10.0, 1.2, 32.4, 0.65, 11.0]-        let start = posixSecondsToUTCTime $ fromIntegral 2-        let end = posixSecondsToUTCTime $ fromIntegral 3-        TS.size (TS.slice xs start end) `shouldBe` 2+        let start = utcFromSeconds 2+        let end = utcFromSeconds 3+        TS.size (TS.slice start end xs) `shouldBe` 2      it "return empty subset" $ do         let xs = TS.tsSeries [1..5] [10.0, 1.2, 32.4, 0.65, 11.0]-        let start = posixSecondsToUTCTime $ fromIntegral 12-        let end = posixSecondsToUTCTime $ fromIntegral 34-        TS.slice xs start end `shouldBe` TS.emptySeries+        let start = utcFromSeconds 12+        let end = utcFromSeconds 34+        TS.slice start end xs `shouldBe` TS.emptySeries ++  describe "Basic operations" $ do++    it "return series size" $ do+        let xs = TS.tsSeries [1..] [10.0, 1.2, 32.4, 0.65, 11.0]+        TS.size xs `shouldBe` 5+     it "map over series" $ do         let xs = TS.tsSeries [1..] [10.0, 1.2, 32.4, 0.65, 11.0]         let ys = fmap (+ 2) xs-        (TS.values ys)`shouldBe` [12.0, 3.2, 34.4, 2.65, 13.0]+        TS.values ys `shouldBe` [12.0, 3.2, 34.4, 2.65, 13.0] +    it "fold over series" $ do+        foldr (\v acc -> v + acc) 0.0 sampleSeries `shouldBe` 55.2+     it "maximum value" $ do         let xs = TS.tsSeries [1..] [10.0, 1.2, 32.4, 0.65, 11.0]         maximum xs `shouldBe` 32.4@@ -59,3 +71,24 @@         let xs = TS.tsSeries [1..5] [10.0, 1.2, 32.4, 0.65, 11.0]         minimum xs `shouldBe` 0.65 ++  describe "Group operations" $ do++    it "rolling window" $ do+        let xs = TS.tsSeries [1..] [1.0, 2.0, 3.0, 4.0, 5.0]+        TS.rolling 2 sum xs `shouldBe` TS.tsSeries [2..] [3.0, 5.0, 7.0, 9.0]++    it "smoothing" $ do+        let xs = TS.tsSeries [1..] [1.0, 2.0, 3.0, 4.0, 5.0]+        TS.rolling 3 (S.mean . V.fromList) xs `shouldBe` TS.tsSeries [3..] [2.0, 3.0, 4.0]++    it "resampling" $ do+        let xs = TS.tsSeries [1..] [1.0, 2.0, 3.0, 4.0, 5.0, 6.0]+        let startTime = posixSecondsToUTCTime $ fromIntegral 1+        TS.resample startTime (seconds 2) sum xs `shouldBe` TS.tsSeries [1, 3, 5] [3.0, 7.0, 11.0]+++++utcFromSeconds :: Integer -> UTCTime+utcFromSeconds = posixSecondsToUTCTime . fromIntegral

@@ -0,0 +1,30 @@+module Data.TimeSeries.TimeSpec (spec) where++import Data.Time hiding (months)+import Test.Hspec+import Test.QuickCheck++import Data.TimeSeries+++spec :: Spec+spec = do++  describe "Time resolution" $ do++    it "Add seconds" $ do+        let utc = UTCTime (fromGregorian 2014 1 1) 0+        nextTime (seconds 20) utc `shouldBe` UTCTime (fromGregorian 2014 1 1) 20++    it "Add days" $ do+        let utc = UTCTime (fromGregorian 2014 1 1) 0+        nextTime (days 20) utc `shouldBe` UTCTime (fromGregorian 2014 1 21) 0++    it "Add months" $ do+        let utc = UTCTime (fromGregorian 2014 1 1) 0+        nextTime (months 20) utc `shouldBe` UTCTime (fromGregorian 2015 9 1) 0++    it "Add year" $ do+        let utc = UTCTime (fromGregorian 2014 1 1) 0+        nextTime (years 20) utc `shouldBe` UTCTime (fromGregorian 2034 1 1) 0+

@@ -1,6 +1,7 @@ import Test.Hspec import qualified Data.TimeSeries.SeriesSpec import qualified Data.TimeSeries.StatsSpec+import qualified Data.TimeSeries.TimeSpec import qualified Data.TimeSeries.IO.CSVSpec  @@ -8,4 +9,5 @@ main = hspec $ do   describe "Series" Data.TimeSeries.SeriesSpec.spec   describe "Statistcs" Data.TimeSeries.StatsSpec.spec+  describe "Time" Data.TimeSeries.TimeSpec.spec   describe "CSV" Data.TimeSeries.IO.CSVSpec.spec

@@ -0,0 +1,145 @@+Month,#Passengers+1949-01,112+1949-02,118+1949-03,132+1949-04,129+1949-05,121+1949-06,135+1949-07,148+1949-08,148+1949-09,136+1949-10,119+1949-11,104+1949-12,118+1950-01,115+1950-02,126+1950-03,141+1950-04,135+1950-05,125+1950-06,149+1950-07,170+1950-08,170+1950-09,158+1950-10,133+1950-11,114+1950-12,140+1951-01,145+1951-02,150+1951-03,178+1951-04,163+1951-05,172+1951-06,178+1951-07,199+1951-08,199+1951-09,184+1951-10,162+1951-11,146+1951-12,166+1952-01,171+1952-02,180+1952-03,193+1952-04,181+1952-05,183+1952-06,218+1952-07,230+1952-08,242+1952-09,209+1952-10,191+1952-11,172+1952-12,194+1953-01,196+1953-02,196+1953-03,236+1953-04,235+1953-05,229+1953-06,243+1953-07,264+1953-08,272+1953-09,237+1953-10,211+1953-11,180+1953-12,201+1954-01,204+1954-02,188+1954-03,235+1954-04,227+1954-05,234+1954-06,264+1954-07,302+1954-08,293+1954-09,259+1954-10,229+1954-11,203+1954-12,229+1955-01,242+1955-02,233+1955-03,267+1955-04,269+1955-05,270+1955-06,315+1955-07,364+1955-08,347+1955-09,312+1955-10,274+1955-11,237+1955-12,278+1956-01,284+1956-02,277+1956-03,317+1956-04,313+1956-05,318+1956-06,374+1956-07,413+1956-08,405+1956-09,355+1956-10,306+1956-11,271+1956-12,306+1957-01,315+1957-02,301+1957-03,356+1957-04,348+1957-05,355+1957-06,422+1957-07,465+1957-08,467+1957-09,404+1957-10,347+1957-11,305+1957-12,336+1958-01,340+1958-02,318+1958-03,362+1958-04,348+1958-05,363+1958-06,435+1958-07,491+1958-08,505+1958-09,404+1958-10,359+1958-11,310+1958-12,337+1959-01,360+1959-02,342+1959-03,406+1959-04,396+1959-05,420+1959-06,472+1959-07,548+1959-08,559+1959-09,463+1959-10,407+1959-11,362+1959-12,405+1960-01,417+1960-02,391+1960-03,419+1960-04,461+1960-05,472+1960-06,535+1960-07,622+1960-08,606+1960-09,508+1960-10,461+1960-11,390+1960-12,432

@@ -0,0 +1,1273 @@+Daily Discharge and Daily Water Level+  ID,PARAM,TYPE,YEAR,DD,Jan,SYM,Feb,SYM,Mar,SYM,Apr,SYM,May,SYM,Jun,SYM,Jul,SYM,Aug,SYM,Sep,SYM,Oct,SYM,Nov,SYM,Dec,SYM+01AN002,1,1,1974,1,22.7,B,9.06,B,6.8,B,15.1,B,153,,23,,9.57,,11.6,,3.74,,32.8,,19.3,,13.5,B+01AN002,1,1,1974,2,19.8,B,8.3,B,6.65,B,16.4,B,165,,23.4,,14.7,,10.4,,3.2,,22.9,,18,,13,B+01AN002,1,1,1974,3,18.1,B,7.79,B,5.95,B,19.3,B,92.9,,21,,12.2,,9.29,,2.97,,28.1,,16.3,,70.8,B+01AN002,1,1,1974,4,16.7,B,7.28,B,5.66,B,25.2,B,64.3,,18.9,,11.8,,9.68,,8.33,,49.3,,14.9,,136,B+01AN002,1,1,1974,5,15.3,B,6.6,B,5.55,B,35.7,B,56.1,,17.6,,9.8,,11.9,,15.3,,39.9,,14.4,,92,B+01AN002,1,1,1974,6,14.2,B,6.14,B,8.5,B,89.8,B,47.6,,18.7,A,10.6,,10.5,A,10.6,,29.4,,13.7,,75.9,B+01AN002,1,1,1974,7,12.7,B,5.86,B,13.6,B,75,B,41.6,,17,E,13.3,,8.38,A,8.13,,22.7,,12.7,,63.1,B+01AN002,1,1,1974,8,11.6,B,5.55,B,37.1,B,65.1,B,41.9,,15.9,E,12.2,,7.45,,6.74,,18,,11.7,,76.5,B+01AN002,1,1,1974,9,10.3,B,5.18,B,33.1,B,51.8,B,49.6,,15,E,10.4,,7.11,,5.86,,15.3,,11.3,,136,B+01AN002,1,1,1974,10,9.66,B,4.9,B,26.9,B,37.4,E,43.9,,14.7,E,48.1,,6.65,,5.15,,13.6,,10.8,,289,E+01AN002,1,1,1974,11,8.92,B,4.67,B,22.4,B,26.9,E,39.6,,15.9,E,58.9,,6.12,,4.96,,12.7,,10.3,,173,E+01AN002,1,1,1974,12,8.21,B,4.42,B,17.6,B,20.4,E,36.2,,14.7,E,40.8,,5.72,,4.67,,11.5,,9.88,,107,A+01AN002,1,1,1974,13,7.56,B,4.16,B,14.9,B,22.9,E,42.8,,15.3,A,28.2,,5.38,,4.39,,11.3,,10.8,,75.9,+01AN002,1,1,1974,14,7.02,B,3.94,B,13.2,B,34,E,59.2,,13.5,,20.6,,5.07,,4.45,,10.8,,12.5,,58.6,+01AN002,1,1,1974,15,6.4,B,3.74,B,11.3,B,63.7,E,48.4,,12,,80.4,,5.58,,4.02,,10.8,,11.8,,45.3,+01AN002,1,1,1974,16,6.03,B,3.6,B,9.91,B,119,E,42.5,,10.9,,86.7,,5.44,,3.65,,13.6,,11.4,,38.5,+01AN002,1,1,1974,17,5.58,B,3.43,B,12.5,B,106,E,37.4,,9.91,,51.3,,4.79,,3.4,,17.9,,10.8,,32.3,+01AN002,1,1,1974,18,5.18,B,3.31,B,41.9,B,79.3,E,38.2,,10.7,,34,,4.47,,3.4,,26.8,,10.2,,28.1,+01AN002,1,1,1974,19,4.84,B,3.23,B,35.7,B,66.5,E,35.1,,12.7,,29.7,,4.47,,3.57,,25,,9.74,,25.2,+01AN002,1,1,1974,20,4.53,B,3.28,B,29.2,B,51,E,30.6,,12.9,,53.5,,4.25,,3.37,,21.9,,9.17,,23.1,+01AN002,1,1,1974,21,4.45,B,3.4,B,25.8,B,37.7,E,27.3,,12.3,,86.7,,4.13,,3.26,,19.9,,11.6,B,21,+01AN002,1,1,1974,22,4.62,B,7.08,B,23.2,B,31.1,E,25,,12.9,,60.9,,3.79,,10.2,,17.7,,13,B,18.4,+01AN002,1,1,1974,23,5.07,B,12.6,B,22.1,B,42.5,A,23.6,,15.3,,42.2,,3.51,,13.1,,18.4,,11.9,B,15.2,+01AN002,1,1,1974,24,5.55,B,21.8,B,24.4,B,60.9,,27.1,,12.8,,30.9,,3.57,,10.1,,25,,11,B,14.2,B+01AN002,1,1,1974,25,5.18,B,17,B,33.1,B,40.5,,32.6,,11.1,,24,,3.94,,8.01,,24.3,,13.3,B,13.3,B+01AN002,1,1,1974,26,4.81,B,12.5,B,29.2,B,42.2,,36,,10,,19.7,,3.65,,10,,30,,17,B,12.6,B+01AN002,1,1,1974,27,6.91,B,9.06,B,26.1,B,44.2,,32,,9.34,,17.2,,3.26,,14.8,,36.8,,20.4,B,12,B+01AN002,1,1,1974,28,12.3,B,7.5,B,22.1,B,60.3,,28.2,,8.41,,16.1,,3.17,,12.3,,30.6,,17.8,B,11.3,B+01AN002,1,1,1974,29,11.6,B,,,19.3,B,73.6,,28.2,,7.62,,14.3,,3.03,,12.2,,25,,15.6,B,10.8,B+01AN002,1,1,1974,30,10.5,B,,,17,B,147,,27.8,,7.05,,13.3,,3.54,,39.4,,22.4,,14.2,B,10.4,B+01AN002,1,1,1974,31,9.83,B,,,15,B,,,24.6,,,,12.2,,4.25,,,,20.5,,,,10.1,B+01AN002,1,1,1975,1,9.91,B,6.43,B,9.06,B,22.7,B,90,,14.2,E,4.62,E,13.9,,1.81,,7.79,,7.05,,39.9,+01AN002,1,1,1975,2,9.63,B,6.23,B,8.78,B,21.5,B,112,,19.3,E,4.28,E,10.8,,1.72,,6.68,,7.59,,77.3,+01AN002,1,1,1975,3,9.49,B,6,B,8.5,B,20.7,B,119,,17.7,E,4.53,E,8.75,,1.64,,6,,7.96,,59.5,+01AN002,1,1,1975,4,9.26,B,5.86,B,8.13,B,19.8,B,124,,16.7,E,5.47,A,8.18,,1.63,,5.41,,7.56,,42.5,+01AN002,1,1,1975,5,9.15,B,5.66,B,7.84,B,19.3,B,112,,15.3,A,5.89,,7.62,,1.77,,4.67,,7.16,,30.3,+01AN002,1,1,1975,6,9.06,B,5.55,B,7.56,B,20.1,B,114,,13.4,,8.52,,6.97,,1.72,,4.25,,6.37,,29.7,+01AN002,1,1,1975,7,9,B,5.38,B,7.28,B,21.5,B,172,,21,,7.25,,6.43,,1.56,,3.96,,5.92,,29.7,+01AN002,1,1,1975,8,8.95,B,5.21,B,7.08,B,23.8,B,185,,57.5,,5.95,,5.58,,1.49,,3.65,,5.66,,23.4,+01AN002,1,1,1975,9,8.89,B,5.1,B,6.85,B,26.1,B,142,,100,,5.01,,5.15,,1.67,,3.43,,6.37,,20.6,+01AN002,1,1,1975,10,8.78,B,4.96,B,6.68,B,24.9,B,106,,81,,4.45,,4.73,,2.74,,3.11,,6.71,,23.1,+01AN002,1,1,1975,11,8.75,B,4.81,B,6.46,B,24.1,B,97.1,,50.1,,4.22,,4.3,,2.06,,2.78,,7.82,,56.6,+01AN002,1,1,1975,12,11.3,B,4.7,B,6.31,B,23.8,B,93.7,,35.1,,4.08,,3.96,,2.12,,2.83,,9.49,,50.1,+01AN002,1,1,1975,13,15,B,4.59,B,6.17,B,25.5,B,87.8,,26.7,,4.36,,4.28,,15.9,,3.82,,14.5,,34.3,+01AN002,1,1,1975,14,14.4,B,4.45,B,6.03,B,27.2,B,80.1,,23.1,,7.02,,4.28,,20.9,,4.7,,140,,24.9,B+01AN002,1,1,1975,15,13.6,B,4.36,B,5.89,B,29.7,B,64.3,,20.4,,6.03,,4.76,,15.3,,4.73,,143,,21.5,B+01AN002,1,1,1975,16,13,B,4.3,B,5.75,B,34,B,52.4,,18.1,,8.92,,4.5,,10.9,,4.47,,81.3,,19,B+01AN002,1,1,1975,17,12.5,B,4.22,B,5.58,B,39.6,B,45.3,,15.9,,8.1,,3.85,,8.72,,4.13,,51,,17,B+01AN002,1,1,1975,18,11.9,B,4.13,B,5.47,B,51.5,,37.1,,14.3,,6.09,,3.37,,7.22,,4.36,,38.5,,15.9,B+01AN002,1,1,1975,19,11.2,B,4.05,B,5.44,B,68.8,,31.4,,12.6,,4.84,,3.57,,6.14,,7.31,,31.4,,15,B+01AN002,1,1,1975,20,10.6,B,3.96,B,5.38,B,110,,29.7,,11.1,,4.39,,3.23,,5.38,,7.5,,25.7,,14.2,B+01AN002,1,1,1975,21,10.2,B,3.94,B,11,B,124,,45,,9.91,,11.5,,2.83,,4.96,,13.2,,22.7,,13.3,B+01AN002,1,1,1975,22,9.77,B,3.82,B,31.1,B,102,,45.9,A,9.03,,10.4,,2.64,,5.15,,14.1,,37.7,,12.6,B+01AN002,1,1,1975,23,9.26,B,3.77,B,43.6,B,93.2,,50.1,E,8.47,,7.7,,2.62,,5.49,,11.6,,44.5,,12.2,B+01AN002,1,1,1975,24,8.83,B,3.74,B,39.6,B,97.4,,48.4,E,8.07,,6.4,,2.62,,5.3,,9.57,,31.4,,11.6,B+01AN002,1,1,1975,25,8.41,B,3.71,B,37.4,B,100,,40.8,E,7.28,,5.58,,2.57,,5.13,,8.21,,26.4,,11.3,B+01AN002,1,1,1975,26,7.96,B,3.68,B,34,B,97.4,,31.1,E,6.74,,5.52,,2.45,,4.56,,7.93,,24.5,,11,B+01AN002,1,1,1975,27,7.67,B,6.8,B,31.7,B,79.6,,21.7,E,6.26,,4.67,,2.53,,4.39,,8.3,,22.7,,16.7,B+01AN002,1,1,1975,28,7.39,B,9.34,B,29.2,B,70.2,,21.5,E,5.89,,19.5,,3.68,,9.26,,7.67,,30,,19.8,B+01AN002,1,1,1975,29,7.11,B,,,27.8,B,73.3,,23.2,E,5.21,A,51.3,,3.03,,12.4,,7.25,,37.7,,17,B+01AN002,1,1,1975,30,6.88,B,,,25.5,B,81.8,,20.1,E,5.01,E,32.8,,2.29,,9.94,,6.77,,30,,15.9,B+01AN002,1,1,1975,31,6.65,B,,,24.4,B,,,17,E,,,20.7,,1.91,,,,6.85,,,,14.7,B+01AN002,1,1,1976,1,14.7,B,56.6,B,17.6,B,119,,45.3,,12.6,,6.82,,8.18,,10.4,,6.34,,37.4,,11,B+01AN002,1,1,1976,2,14.2,B,65.1,B,17,B,145,,41.1,,12.2,,6.63,,8.55,,11.9,,5.52,,44.2,,10.2,B+01AN002,1,1,1976,3,13.6,B,93.4,B,16.1,B,175,,39.9,,11.2,,14.7,,7.9,,14.6,,5.1,,35.4,,9.34,B+01AN002,1,1,1976,4,12.7,B,82.1,B,15.3,B,182,,37.1,,9.71,,20.5,,6.88,,11.3,,4.62,,29.7,,8.92,B+01AN002,1,1,1976,5,12.2,B,59.5,B,14.6,B,136,,31.7,,8.95,,13.7,,6.26,,9.15,,4.19,,29.2,,8.5,B+01AN002,1,1,1976,6,11.6,B,48.1,B,14.3,B,91.7,,27.3,,8.3,,9.54,,5.78,,8.33,,4.05,,34.5,,8.21,B+01AN002,1,1,1976,7,10.8,B,42.5,B,14,B,81.6,,24.7,,7.53,,7.56,,5.64,,7.59,,3.91,,42.5,,7.93,B+01AN002,1,1,1976,8,10.5,B,36,B,13.6,B,75.6,,43.9,,7.28,,6.2,,5.47,,6.77,,3.91,,35.1,,16.4,B+01AN002,1,1,1976,9,10.2,B,32,B,13.2,B,67.1,,54.9,,9.66,,5.66,,7.62,,6.23,,7.82,,28.6,,19.8,B+01AN002,1,1,1976,10,9.91,B,28.3,B,12.9,B,62,,41.6,,8.72,,5.47,,20.6,,5.58,,98.8,,22.7,B,15.3,B+01AN002,1,1,1976,11,9.63,B,26.1,B,12.6,B,57.8,,32.8,,7.7,,4.59,,33.4,,5.18,,76.2,,18.1,B,13,B+01AN002,1,1,1976,12,9.34,B,24.4,B,12.3,B,52.7,,28,,10.9,,4.53,,25.1,,6.2,,47,,15.6,B,11.3,B+01AN002,1,1,1976,13,9.2,B,22.7,B,11.9,B,45,,35.1,,12.3,,50.7,,17.6,,6.57,,34,,13.9,B,9.91,B+01AN002,1,1,1976,14,9.4,B,21.5,B,11.6,B,43,,30.9,,10.6,,94.6,,13.8,,5.86,,28.6,,12.5,B,9.06,B+01AN002,1,1,1976,15,10.4,B,20.4,B,11.3,B,40.8,,26.5,,9.23,,78.2,,13.6,,5.27,,28.2,,11.3,B,8.21,B+01AN002,1,1,1976,16,10.1,B,19.3,B,11,B,41.3,,25.5,,7.87,,51.5,,30.9,,4.59,,23.7,,10.2,B,7.65,B+01AN002,1,1,1976,17,9.91,B,18.7,B,10.6,B,57.8,,22.4,,6.74,,35.7,,34.3,,4.45,,19.9,,9.63,B,7.05,B+01AN002,1,1,1976,18,9.68,B,18.1,B,10.4,B,72.5,,20.5,,6.03,,31.7,,23.5,,4.3,,18.2,,9.88,B,6.77,B+01AN002,1,1,1976,19,9.54,B,17.6,B,10.2,B,69.4,,20.7,,5.58,,24.6,,17.3,,4.33,,23,,10.2,B,6.48,B+01AN002,1,1,1976,20,9.34,B,17.3,B,12.7,B,72.8,,22.5,,5.07,,18.5,,13.4,,4.25,,22.1,,9.4,B,6.06,B+01AN002,1,1,1976,21,9.2,B,17,B,28.3,B,70.5,,26.2,,4.79,,14.2,,11.4,,4.02,,37.1,,6.23,B,6.29,B+01AN002,1,1,1976,22,9.06,B,17.6,B,53,B,58,,29.4,,4.64,,11.7,,10,,3.91,,69.1,,5.66,B,6.63,B+01AN002,1,1,1976,23,9,B,18.7,B,99.1,B,53.8,,41.3,,4.28,,9.74,,8.58,,4.33,,50.1,,5.24,B,6.29,B+01AN002,1,1,1976,24,8.86,B,22.7,B,93.4,B,54.1,,40.5,,4.16,,11.9,,7.39,,4.36,,37.4,,5.04,B,6.06,B+01AN002,1,1,1976,25,8.78,B,21.5,B,85,B,48.4,,34.5,,4.7,,34.3,,6.74,,4.08,,30.3,,4.76,B,5.78,B+01AN002,1,1,1976,26,8.67,B,20.7,B,87.8,B,42.8,,28.2,,7.16,,25.5,,6.31,,3.77,,34.8,,4.53,B,5.64,B+01AN002,1,1,1976,27,8.5,B,19.8,B,99.1,B,58,,23.9,,6.26,,17.8,,5.92,,5.01,,35.4,,5.66,B,8.5,B+01AN002,1,1,1976,28,22.7,B,19,B,113,B,77.3,,21.5,,5.78,,16.1,,6.37,,10.8,,30,,11,B,42.5,B+01AN002,1,1,1976,29,73.6,B,18.4,B,147,B,63.4,,18.7,,5.24,,14.8,,6.46,,9.57,,25.4,,15.1,B,36.5,B+01AN002,1,1,1976,30,66.5,B,,,127,,51.8,,16.5,,6.4,,11.5,,11.5,,7.84,,22.5,,12.5,B,30.3,B+01AN002,1,1,1976,31,60.9,B,,,116,,,,14.4,,,,9.32,,13.3,,,,20.8,,,,26.1,B+01AN002,1,1,1977,1,23.2,B,7.84,B,5.38,B,87.8,B,65.1,,27.7,,20.6,,3.96,,1.85,,25.1,,19.1,,11.6,+01AN002,1,1,1977,2,20.4,B,7.36,B,6.23,B,82.1,B,59.7,,23.4,,16.6,,3.51,,1.74,,51.8,,17.6,,14.5,+01AN002,1,1,1977,3,18.1,B,7.08,B,6.8,B,73.6,B,66.3,,82.4,,13.8,,3.4,,1.7,,67.1,,16,,16,+01AN002,1,1,1977,4,15.6,B,6.8,B,6.23,B,65.1,B,58.9,,170,,11.6,,3.11,,1.76,,64.8,,15.1,,13.8,+01AN002,1,1,1977,5,13.9,B,6.65,B,5.66,B,56.6,B,50.4,,125,,10.3,,2.89,,1.76,,51.5,,14.7,,9.66,+01AN002,1,1,1977,6,12.7,B,6.37,B,5.38,B,76.5,B,46.4,,90.9,,9.32,,2.75,,2.06,,37.4,,14,,9.06,B+01AN002,1,1,1977,7,11.9,B,6.09,B,5.18,B,108,B,54.9,,77,,8.44,,2.7,,2.33,,31.7,,12.5,,8.5,B+01AN002,1,1,1977,8,11,B,5.8,B,5.01,B,93.4,B,56.6,,127,,7.76,,2.59,,2.15,,25.5,,11.4,,7.93,B+01AN002,1,1,1977,9,10.5,B,5.66,B,4.9,B,79.3,B,47,,101,,7.22,,2.53,,2.07,,19.9,,10.7,,7.45,B+01AN002,1,1,1977,10,9.91,B,5.47,B,5.04,B,88.6,,41.6,,66.8,,6.99,,2.4,,1.97,,26.5,,11.1,,7.08,B+01AN002,1,1,1977,11,9.63,B,5.3,B,5.66,B,62,,62,,80.1,,6.57,,2.3,,1.91,,30.9,,11.7,,6.8,B+01AN002,1,1,1977,12,9.2,B,5.18,B,8.21,B,48.1,,75.3,,85,,6.06,,2.45,,1.78,,23.5,,12.2,,6.51,B+01AN002,1,1,1977,13,8.78,B,5.01,B,14.2,B,49.8,,62.6,,69.1,,6.37,,2.71,,1.74,,25.8,,13,,6.23,B+01AN002,1,1,1977,14,8.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,13.1,B,69.4,,127,,7.78,A,12.5,,15.3,,8.93,,9.69,,9.02,,14.3,+01AN002,1,1,2011,7,13.4,B,9.66,B,23.8,B,75.5,,91,A,7.57,,9.33,,12.9,,8.83,,8.87,,8.07,,17.5,+01AN002,1,1,2011,8,12.3,B,9.45,B,34.3,B,63.9,,64.2,A,7.15,,7.51,,28.8,,8.26,,7.37,,7.41,,56.4,+01AN002,1,1,2011,9,14.2,B,9.35,B,37.1,B,54.8,,48.5,,7.24,,7.89,,46.6,,7.74,,6.4,,6.86,,96.2,+01AN002,1,1,2011,10,15.1,B,8.71,B,29.2,B,52.9,,51.8,,7.83,,15.1,,32.1,,7.1,,5.63,,6.42,,61.9,+01AN002,1,1,2011,11,14.1,B,8.09,B,21.9,B,74.5,,54.4,,6.77,,11.9,,26.2,,6.4,,4.9,,39.5,,43.2,+01AN002,1,1,2011,12,13.2,B,7.49,B,30.4,B,159,,45.1,A,5.93,,11.8,,21.2,,6,,4.41,,110,,31.7,+01AN002,1,1,2011,13,15.5,B,6.91,B,45.7,B,189,,37.2,,6.59,,48.5,,16.4,,5.66,,4.13,,71.8,,25.5,+01AN002,1,1,2011,14,17.7,,6.35,B,54.9,B,170,,31.9,,7.76,,36.8,,13.9,,5.45,,4.15,,45.4,,21.1,+01AN002,1,1,2011,15,18.5,B,5.81,B,50.5,B,174,,41.6,,6.92,,21.4,,19.8,,5.38,,6.63,,33.8,,18.6,+01AN002,1,1,2011,16,17.6,B,5.29,B,45.6,B,112,,76.5,,5.94,,14.3,,24.5,,5.3,,9.05,,26.1,,28,+01AN002,1,1,2011,17,16.6,B,4.79,B,45.3,B,82.5,,77,,5.49,,10.8,,36.2,,5.07,,8.31,,24.6,,33.4,+01AN002,1,1,2011,18,15.9,B,4.31,B,71.6,B,107,,57,A,6.07,,8.97,,24.6,,4.75,,9.47,,25.2,,21.9,+01AN002,1,1,2011,19,19.4,B,5.01,B,102,B,104,A,44.1,A,22.3,,7.77,,17.3,,4.44,,8.73,,21.4,,16.4,B+01AN002,1,1,2011,20,19.8,B,6.94,B,106,B,88.6,,35.7,A,53.3,,6.88,,13.8,,4.26,,8.22,,18.6,,12.3,B+01AN002,1,1,2011,21,18.8,B,8.14,B,92,B,75.9,,30,,38.3,,6.92,,11.7,,4.18,,11.4,,16.8,,10.1,B+01AN002,1,1,2011,22,18.1,B,7.46,B,73.4,B,74.8,,26,A,23.8,,9.8,,10.8,,4.03,,11.8,,14.3,,13.9,B+01AN002,1,1,2011,23,17.5,B,6.71,B,57.1,B,66.9,,22.4,,16.6,,8.96,,15.1,,3.98,,9.94,,11.8,,13.9,B+01AN002,1,1,2011,24,16.9,B,5.99,B,43.8,,67.5,,20.7,,12.5,,8.07,,14.5,,3.95,,8.47,,12.6,,13,B+01AN002,1,1,2011,25,16.3,B,5.28,B,37.1,,74.1,A,21.2,A,12.5,,6.92,,11.3,,3.9,,7.59,,12.6,,12.2,B+01AN002,1,1,2011,26,15.7,B,4.61,B,31.9,,68.9,,18.8,A,45,,5.99,,13.6,,3.75,,7.45,,12.3,,11.3,B+01AN002,1,1,2011,27,15.1,B,4.26,B,28.6,,73.3,,16.3,A,40.2,,7.21,,12.1,,3.54,,7.03,,13.4,,10.5,B+01AN002,1,1,2011,28,14.5,B,4.13,B,25.1,,75.5,,14.9,,26.7,,26.1,,13.7,,3.33,,6.48,,14.3,,9.65,B+01AN002,1,1,2011,29,14,B,,,23.1,,82.6,E,14.2,A,17.7,,22.1,,51.4,,3.27,,5.83,,17.9,,8.83,B+01AN002,1,1,2011,30,13.4,B,,,25,,71.2,,14.7,E,13.6,,26.8,,36,,3.47,,6.32,,17.6,,8.23,B+01AN002,1,1,2011,31,12.9,B,,,28.6,,,,12.9,A,,,67,,22.3,,,,12.8,,,,9.12,B+01AN002,1,1,2012,1,10.3,B,5.85,B,8.66,B,21,,29.2,,7.72,,13.6,,2.62,,1.99,,36.3,,50.4,,7.39,B+01AN002,1,1,2012,2,11.5,B,5.52,B,7.6,B,20,,24.8,,6.83,,10.5,,3.45,,1.84,,28.8,,46.5,,6.52,B+01AN002,1,1,2012,3,12.6,B,5.28,B,6.92,B,18.9,,21.7,,6.1,,7.84,,3.14,,1.83,,19.5,,36.2,,11.9,B+01AN002,1,1,2012,4,12.2,B,4.91,B,9.3,B,17.9,,19.1,,5.64,,6.28,,2.78,,1.81,,14,,28,,11.6,B+01AN002,1,1,2012,5,11.3,B,4.59,B,12.2,B,17.9,A,17.9,,5.44,,15.6,,2.44,,2.14,,11.3,,22.9,,8.58,B+01AN002,1,1,2012,6,10.3,B,4.4,B,10.1,B,17.6,,17.5,,5.46,,21.4,,2.27,,3.08,,9.91,,19.2,,5.67,B+01AN002,1,1,2012,7,9.41,B,4.17,B,7.34,B,17,,15.6,,5.56,,17,,2.13,,2.99,,10.6,,16.5,,9.3,B+01AN002,1,1,2012,8,8.49,B,3.96,B,5.83,B,17.4,,13.9,,5.2,,19.7,,1.98,,2.73,,11,,19.1,,11.1,B+01AN002,1,1,2012,9,7.58,B,3.77,B,12.8,B,23.5,,13.7,,4.87,,14.8,,1.95,,2.58,,9.68,,35.2,,8.35,B+01AN002,1,1,2012,10,6.68,B,3.61,B,20.8,B,47.5,,22.7,,5.02,,10.5,,2.09,,2.72,,8.3,,35.9,,7.25,B+01AN002,1,1,2012,11,5.8,B,3.6,B,24.2,B,63.3,,52.3,,4.7,,7.81,,2.24,,2.91,,11.5,,27.1,,14.1,B+01AN002,1,1,2012,12,5.48,B,4,B,22.1,B,67.6,,38.2,,4.3,,6.12,,2.33,,2.6,,15.1,,21.9,,13.9,B+01AN002,1,1,2012,13,7.28,B,4.19,B,20,B,54,,28.5,,3.97,,5.17,,2.37,,2.34,,14.5,,20,,13.2,B+01AN002,1,1,2012,14,9.15,B,4.16,B,18,B,43.2,,23.5,,3.74,,5.58,,2.32,,2.17,,12.4,,28.3,,12.5,B+01AN002,1,1,2012,15,9.04,B,4.07,B,16,B,35.9,,20.7,,3.47,,4.8,,2.41,,2.1,,12.8,,26.2,,11.8,B+01AN002,1,1,2012,16,8.29,B,3.92,B,14.1,B,31.8,,19.8,,3.26,,4.66,,3.28,,2.78,,20.3,,21.8,,11.1,B+01AN002,1,1,2012,17,7.56,B,3.8,B,13.8,B,31.2,,22.2,,3.15,,8.54,,4.82,,2.68,,55.8,,18.5,,10.4,B+01AN002,1,1,2012,18,6.84,B,3.71,B,34.3,B,28.9,,18.9,,3.02,,7.95,,5.53,,2.36,,40.6,,16.1,,9.66,B+01AN002,1,1,2012,19,6.14,B,3.65,B,61.2,B,24.4,,15.8,,2.88,,6.24,,4.87,,2.37,,28.1,,14.3,,8.96,B+01AN002,1,1,2012,20,5.45,B,3.61,B,88.2,B,21.5,,13.7,,2.79,,4.91,,3.99,,3.17,,38.2,,13.2,,8.27,B+01AN002,1,1,2012,21,4.77,B,3.6,B,122,B,19.3,,12.1,,2.7,,4.16,,3.24,,2.99,,78.3,,12.4,,7.73,B+01AN002,1,1,2012,22,4.11,B,3.62,B,167,A,20.7,,10.6,,2.66,,3.67,,2.76,,3.01,,52.2,,11.7,,14.2,B+01AN002,1,1,2012,23,3.64,B,3.91,B,168,,38.4,,10.6,,2.94,,3.35,,2.47,,4.7,,36.2,,11.2,,20.6,B+01AN002,1,1,2012,24,6.97,B,6.11,B,104,,93.8,,10.1,,3.78,,3.3,,2.6,,4.64,,26.3,,11.1,,14.9,B+01AN002,1,1,2012,25,11.8,B,8.91,B,65.4,,109,,8.97,,4.01,,4.18,,2.39,,3.84,,20.6,,11.3,,13.4,B+01AN002,1,1,2012,26,11.9,B,11.7,B,49.3,,69.4,,8.15,,4.18,,3.53,,2.17,,3.27,,17.5,,10.4,,12.9,B+01AN002,1,1,2012,27,8.54,B,12.1,B,40.5,,51.6,,7.35,,19.3,,3.09,,2.02,,3,,15.4,,8.27,,12.3,B+01AN002,1,1,2012,28,7.35,B,10.9,B,32.7,,56.4,,6.61,,20.7,,2.84,,2.42,,2.7,,13.8,,8.62,,11.8,B+01AN002,1,1,2012,29,6.95,B,9.76,B,28.3,,45.2,,6.13,,20.8,,2.63,,2.85,,3.22,,12.9,,9.45,,11.3,B+01AN002,1,1,2012,30,6.57,B,,,25.4,,35.5,,7.15,,15.4,,2.5,,2.4,,20.9,,12.7,,8.43,B,10.7,B+01AN002,1,1,2012,31,6.2,B,,,22.9,,,,8.26,,,,2.38,,2.17,,,,25.8,,,,10.2,B+01AN002,2,8,2011,1,10.759,,,,10.786,,10.947,,11.275,,,,10.482,,11.052,,10.571,,10.149,,10.56,,10.871,+01AN002,2,8,2011,2,10.716,,,,10.798,,10.914,,11.097,A,,,10.479,,10.752,,10.485,,10.192,,10.519,,10.789,+01AN002,2,8,2011,3,10.705,,,,10.81,,10.878,,10.976,A,10.366,A,10.431,,10.85,,10.43,,10.241,,10.472,,10.67,+01AN002,2,8,2011,4,10.641,,,,10.806,,10.855,,10.889,,10.361,A,10.439,,10.828,,10.395,,10.264,,10.444,,10.589,+01AN002,2,8,2011,5,10.608,,10.747,,10.797,,10.9,,11.292,,10.345,A,10.559,,10.685,,10.365,,10.318,,10.411,,10.547,+01AN002,2,8,2011,6,10.646,,10.754,,10.836,,11.475,,12.175,,10.324,A,10.475,,10.552,,10.364,,10.39,,10.367,,10.527,+01AN002,2,8,2011,7,,,10.76,,11.192,,11.557,,11.747,A,10.317,,10.378,,10.486,,10.361,,10.362,,10.335,,10.612,+01AN002,2,8,2011,8,,,10.789,,11.793,,11.408,,11.412,A,10.301,,10.314,,10.827,,10.342,,10.309,,10.311,,11.248,+01AN002,2,8,2011,9,,,10.804,,11.966,,11.289,,11.189,,10.304,,10.326,,11.157,,10.323,,10.273,,10.29,,11.811,+01AN002,2,8,2011,10,,,10.796,,11.935,,11.261,,11.24,,10.326,,10.547,,10.906,,10.299,,10.241,,10.273,,11.381,+01AN002,2,8,2011,11,10.561,,10.78,,11.89,,11.543,,11.281,,10.287,,10.459,,10.801,,10.273,,10.21,,10.905,,11.1,+01AN002,2,8,2011,12,10.515,,10.765,,12.061,,12.511,,11.132,A,10.254,,10.452,,10.7,,10.257,,10.189,,11.982,,10.9,+01AN002,2,8,2011,13,10.56,,10.754,,12.557,,12.809,,10.996,,10.279,,11.185,,10.582,,10.243,,10.176,,11.508,,10.789,+01AN002,2,8,2011,14,10.615,,10.747,,12.634,,12.636,,10.903,,10.323,,10.988,,10.516,,10.234,,10.177,,11.137,,10.697,+01AN002,2,8,2011,15,10.772,,10.739,,12.495,,12.678,,11.069,,10.292,,10.701,,10.666,,10.231,,10.279,,10.936,,10.64,+01AN002,2,8,2011,16,11.238,,10.729,,12.337,,11.997,,11.568,,10.254,,10.526,,10.751,,10.228,,10.368,,10.799,,10.829,+01AN002,2,8,2011,17,11.27,,10.725,,12.216,,11.643,,11.575,,10.236,,10.425,,10.979,,10.218,,10.343,,10.771,,10.93,+01AN002,2,8,2011,18,11.188,,10.725,,12.229,,11.943,,11.316,A,10.257,,10.366,,10.769,,10.204,,10.382,,10.783,,10.713,+01AN002,2,8,2011,19,11.225,,10.769,,12.585,,11.902,A,11.114,A,10.698,,10.324,,10.605,,10.19,,10.357,,10.705,,10.591,+01AN002,2,8,2011,20,11.167,,10.833,,13.13,,11.719,,10.969,A,11.264,,10.291,,10.512,,10.182,,10.34,,10.641,,10.576,+01AN002,2,8,2011,21,11.079,,10.844,,12.649,,11.562,,10.869,,11.015,,10.292,,10.452,,10.178,,10.443,,10.592,,10.492,+01AN002,2,8,2011,22,11.081,,10.83,,12.04,,11.547,,10.798,A,10.753,,10.393,,10.426,,10.171,,10.455,,10.526,,10.693,+01AN002,2,8,2011,23,11.08,,10.807,,11.408,,11.448,,10.727,,10.588,,10.365,,10.546,,10.168,,10.398,,10.456,,10.709,+01AN002,2,8,2011,24,11.028,,10.786,,11.111,,11.455,,10.688,,10.475,,10.335,,10.533,,10.167,,10.348,,10.478,,,+01AN002,2,8,2011,25,10.976,,10.778,,10.994,,11.538,A,10.7,A,10.471,,10.292,,10.439,,10.165,,10.317,,10.478,,,+01AN002,2,8,2011,26,10.948,,10.777,,10.902,,11.472,,10.644,A,11.13,,10.256,,10.507,,10.157,,10.312,,10.469,,,+01AN002,2,8,2011,27,,,10.775,,10.844,,11.529,,10.581,A,11.047,,10.299,,10.465,,10.147,,10.297,,10.503,,,+01AN002,2,8,2011,28,,,10.784,,10.78,,11.556,,10.543,,10.808,,10.791,,10.496,,10.136,,10.276,,10.527,,,+01AN002,2,8,2011,29,,,,,10.742,,11.646,A,10.525,A,10.616,,10.716,,11.234,,10.133,,10.25,,10.623,,,+01AN002,2,8,2011,30,,,,,10.779,,11.501,,,,10.508,,10.781,,10.975,,10.143,,10.269,,10.612,,11.352,+01AN002,2,8,2011,31,,,,,10.844,,,,10.484,A,,,11.449,,10.721,,,,10.48,,,,11.497,+01AN002,2,8,2012,1,11.449,,10.727,,10.816,,10.696,,10.855,,10.322,,10.508,,10.096,,10.058,,10.98,,11.221,,10.933,+01AN002,2,8,2012,2,11.281,,10.729,,10.808,,10.673,,10.775,,10.289,,10.414,,10.142,,10.048,,10.848,,11.156,,10.866,+01AN002,2,8,2012,3,11.201,,,,10.802,,10.649,,10.711,,10.261,,10.326,,10.126,,10.048,,10.66,,10.979,,10.862,+01AN002,2,8,2012,4,11.196,,,,10.879,,10.622,,10.652,,10.242,,10.268,,10.106,,10.046,,10.517,,10.834,,10.78,+01AN002,2,8,2012,5,11.032,,,,10.931,A,10.621,A,10.621,,10.234,,10.545,,10.087,,10.067,,10.441,,10.737,,10.562,+01AN002,2,8,2012,6,11.033,A,10.7,,10.917,A,10.613,,10.611,,10.235,,10.705,,10.076,,10.123,,10.397,,10.653,,10.54,+01AN002,2,8,2012,7,10.976,,10.696,,10.889,,10.597,,10.562,,10.239,,10.599,,10.067,,10.118,,10.417,,10.585,,10.611,+01AN002,2,8,2012,8,10.969,,10.684,,10.896,A,10.608,,10.517,,10.224,,10.666,,10.058,,10.103,,10.432,,10.646,,10.602,+01AN002,2,8,2012,9,11.192,A,10.673,,11.264,,10.742,,10.511,,10.209,,10.539,,10.055,,10.094,,10.39,,10.961,,10.446,+01AN002,2,8,2012,10,10.907,,10.666,,11.678,,11.169,,10.708,,10.216,,10.414,,10.064,,10.102,,10.343,,10.973,,10.619,+01AN002,2,8,2012,11,10.886,,10.666,,11.675,,11.401,,11.25,,10.202,,10.325,,10.074,,10.113,,10.441,,10.818,,10.785,+01AN002,2,8,2012,12,10.871,,10.676,,11.931,A,11.457,,11.014,,10.184,,10.261,,10.08,,10.096,,10.546,,10.717,,10.762,+01AN002,2,8,2012,13,10.898,,10.684,,11.564,,11.274,,10.842,,10.168,,10.222,,10.082,,10.08,,10.533,,10.674,,10.768,+01AN002,2,8,2012,14,10.917,,10.687,,11.478,,11.1,,10.75,,10.156,,10.24,,10.079,,10.069,,10.472,,10.839,,10.793,+01AN002,2,8,2012,15,10.873,,10.69,,11.381,,10.973,,10.688,,10.143,,10.206,,10.084,,10.065,,10.484,,10.801,,10.767,+01AN002,2,8,2012,16,10.831,,10.69,,11.291,,10.902,,10.669,,10.132,,10.199,,10.133,,10.106,,10.657,,10.712,,11.163,+01AN002,2,8,2012,17,10.812,,10.688,,11.263,,10.891,,10.722,,10.126,,10.351,,10.206,,10.1,,11.3,,10.639,,11.18,+01AN002,2,8,2012,18,10.813,,10.691,,11.359,,10.851,,10.648,,10.119,,10.33,,10.237,,10.081,,11.055,,10.574,,11.143,+01AN002,2,8,2012,19,10.792,,10.692,,11.797,,10.767,,10.568,,10.112,,10.266,,10.209,,10.082,,10.835,,10.526,,11.072,+01AN002,2,8,2012,20,10.762,,10.681,,12.331,,10.706,,10.509,,10.107,,10.211,,10.169,,10.127,,10.993,,10.496,,11.065,+01AN002,2,8,2012,21,10.751,,10.675,,12.625,,10.658,,10.462,,10.101,,10.177,,10.131,,10.118,,11.591,,10.471,,10.988,+01AN002,2,8,2012,22,10.728,,10.673,,12.625,A,10.688,,10.421,,10.099,,10.153,,10.105,,10.118,,11.244,,10.453,,11.204,+01AN002,2,8,2012,23,10.706,,10.687,,12.615,,11.017,,10.419,,10.115,,10.137,,10.088,,10.201,,10.979,,10.438,,11.5,+01AN002,2,8,2012,24,10.756,,10.772,,11.901,,11.773,,10.404,,10.158,,10.134,,10.096,,10.199,,10.802,,10.435,,11.256,+01AN002,2,8,2012,25,10.88,,10.839,,11.427,,11.96,,10.366,,10.17,,10.178,,10.083,,10.161,,10.686,,10.439,,11.155,+01AN002,2,8,2012,26,10.863,,10.882,,11.203,,11.478,,10.337,,10.176,,10.146,,10.069,,10.133,,10.611,,10.413,,11.156,+01AN002,2,8,2012,27,10.801,,10.87,,11.053,,11.24,,10.308,,10.648,,10.123,,10.06,,10.118,,10.557,,10.341,,11.088,+01AN002,2,8,2012,28,10.789,,10.857,,10.918,,11.31,,10.281,,10.688,,10.109,,10.084,,10.101,,10.513,,10.354,,11.081,+01AN002,2,8,2012,29,10.78,,10.836,,10.84,,11.133,,10.262,,10.691,,10.097,,10.11,,10.126,,10.488,,10.382,,11.111,+01AN002,2,8,2012,30,10.762,,,,10.787,,10.966,,10.301,,10.556,,10.09,,10.084,,10.68,,10.483,,10.608,,11.058,+01AN002,2,8,2012,31,10.737,,,,10.738,,,,10.341,,,,10.082,,10.069,,,,10.769,,,,11.049,

@@ -1,193 +1,193 @@-"Month","CO2 (ppm) mauna loa, 1965-1980"
-"1965-01",319.32
-"1965-02",320.36
-"1965-03",320.82
-"1965-04",322.06
-"1965-05",322.17
-"1965-06",321.95
-"1965-07",321.20
-"1965-08",318.81
-"1965-09",317.82
-"1965-10",317.37
-"1965-11",318.93
-"1965-12",319.09
-"1966-01",319.94
-"1966-02",320.98
-"1966-03",321.81
-"1966-04",323.03
-"1966-05",323.36
-"1966-06",323.11
-"1966-07",321.65
-"1966-08",319.64
-"1966-09",317.86
-"1966-10",317.25
-"1966-11",319.06
-"1966-12",320.26
-"1967-01",321.65
-"1967-02",321.81
-"1967-03",322.36
-"1967-04",323.67
-"1967-05",324.17
-"1967-06",323.39
-"1967-07",321.93
-"1967-08",320.29
-"1967-09",318.58
-"1967-10",318.60
-"1967-11",319.98
-"1967-12",321.25
-"1968-01",321.88
-"1968-02",322.47
-"1968-03",323.17
-"1968-04",324.23
-"1968-05",324.88
-"1968-06",324.75
-"1968-07",323.47
-"1968-08",321.34
-"1968-09",319.56
-"1968-10",319.45
-"1968-11",320.45
-"1968-12",321.92
-"1969-01",323.40
-"1969-02",324.21
-"1969-03",325.33
-"1969-04",326.31
-"1969-05",327.01
-"1969-06",326.24
-"1969-07",325.37
-"1969-08",323.12
-"1969-09",321.85
-"1969-10",321.31
-"1969-11",322.31
-"1969-12",323.72
-"1970-01",324.60
-"1970-02",325.57
-"1970-03",326.55
-"1970-04",327.80
-"1970-05",327.80
-"1970-06",327.54
-"1970-07",326.28
-"1970-08",324.63
-"1970-09",323.12
-"1970-10",323.11
-"1970-11",323.99
-"1970-12",325.09
-"1971-01",326.12
-"1971-02",326.61
-"1971-03",327.16
-"1971-04",327.92
-"1971-05",329.14
-"1971-06",328.80
-"1971-07",327.52
-"1971-08",325.62
-"1971-09",323.61
-"1971-10",323.80
-"1971-11",325.10
-"1971-12",326.25
-"1972-01",326.93
-"1972-02",327.83
-"1972-03",327.95
-"1972-04",329.91
-"1972-05",330.22
-"1972-06",329.25
-"1972-07",328.11
-"1972-08",326.39
-"1972-09",324.97
-"1972-10",325.32
-"1972-11",326.54
-"1972-12",327.71
-"1973-01",328.73
-"1973-02",329.69
-"1973-03",330.47
-"1973-04",331.69
-"1973-05",332.65
-"1973-06",332.24
-"1973-07",331.03
-"1973-08",329.36
-"1973-09",327.60
-"1973-10",327.29
-"1973-11",328.28
-"1973-12",328.79
-"1974-01",329.45
-"1974-02",330.89
-"1974-03",331.63
-"1974-04",332.85
-"1974-05",333.28
-"1974-06",332.47
-"1974-07",331.34
-"1974-08",329.53
-"1974-09",327.57
-"1974-10",327.57
-"1974-11",328.53
-"1974-12",329.69
-"1975-01",330.45
-"1975-02",330.97
-"1975-03",331.64
-"1975-04",332.87
-"1975-05",333.61
-"1975-06",333.55
-"1975-07",331.90
-"1975-08",330.05
-"1975-09",328.58
-"1975-10",328.31
-"1975-11",329.41
-"1975-12",330.63
-"1976-01",331.63
-"1976-02",332.46
-"1976-03",333.36
-"1976-04",334.45
-"1976-05",334.82
-"1976-06",334.32
-"1976-07",333.05
-"1976-08",330.87
-"1976-09",329.24
-"1976-10",328.87
-"1976-11",330.18
-"1976-12",331.50
-"1977-01",332.81
-"1977-02",333.23
-"1977-03",334.55
-"1977-04",335.82
-"1977-05",336.44
-"1977-06",335.99
-"1977-07",334.65
-"1977-08",332.41
-"1977-09",331.32
-"1977-10",330.73
-"1977-11",332.05
-"1977-12",333.53
-"1978-01",334.66
-"1978-02",335.07
-"1978-03",336.33
-"1978-04",337.39
-"1978-05",337.65
-"1978-06",337.57
-"1978-07",336.25
-"1978-08",334.39
-"1978-09",332.44
-"1978-10",332.25
-"1978-11",333.59
-"1978-12",334.76
-"1979-01",335.89
-"1979-02",336.44
-"1979-03",337.63
-"1979-04",338.54
-"1979-05",339.06
-"1979-06",338.95
-"1979-07",337.41
-"1979-08",335.71
-"1979-09",333.68
-"1979-10",333.69
-"1979-11",335.05
-"1979-12",336.53
-"1980-01",337.81
-"1980-02",338.16
-"1980-03",339.88
-"1980-04",340.57
-"1980-05",341.19
-"1980-06",340.87
-"1980-07",339.25
-"1980-08",337.19
-"1980-09",335.49
-"1980-10",336.63
-"1980-11",337.74
-"1980-12",338.36
+"Month","CO2 (ppm) mauna loa, 1965-1980"+"1965-01",319.32+"1965-02",320.36+"1965-03",320.82+"1965-04",322.06+"1965-05",322.17+"1965-06",321.95+"1965-07",321.20+"1965-08",318.81+"1965-09",317.82+"1965-10",317.37+"1965-11",318.93+"1965-12",319.09+"1966-01",319.94+"1966-02",320.98+"1966-03",321.81+"1966-04",323.03+"1966-05",323.36+"1966-06",323.11+"1966-07",321.65+"1966-08",319.64+"1966-09",317.86+"1966-10",317.25+"1966-11",319.06+"1966-12",320.26+"1967-01",321.65+"1967-02",321.81+"1967-03",322.36+"1967-04",323.67+"1967-05",324.17+"1967-06",323.39+"1967-07",321.93+"1967-08",320.29+"1967-09",318.58+"1967-10",318.60+"1967-11",319.98+"1967-12",321.25+"1968-01",321.88+"1968-02",322.47+"1968-03",323.17+"1968-04",324.23+"1968-05",324.88+"1968-06",324.75+"1968-07",323.47+"1968-08",321.34+"1968-09",319.56+"1968-10",319.45+"1968-11",320.45+"1968-12",321.92+"1969-01",323.40+"1969-02",324.21+"1969-03",325.33+"1969-04",326.31+"1969-05",327.01+"1969-06",326.24+"1969-07",325.37+"1969-08",323.12+"1969-09",321.85+"1969-10",321.31+"1969-11",322.31+"1969-12",323.72+"1970-01",324.60+"1970-02",325.57+"1970-03",326.55+"1970-04",327.80+"1970-05",327.80+"1970-06",327.54+"1970-07",326.28+"1970-08",324.63+"1970-09",323.12+"1970-10",323.11+"1970-11",323.99+"1970-12",325.09+"1971-01",326.12+"1971-02",326.61+"1971-03",327.16+"1971-04",327.92+"1971-05",329.14+"1971-06",328.80+"1971-07",327.52+"1971-08",325.62+"1971-09",323.61+"1971-10",323.80+"1971-11",325.10+"1971-12",326.25+"1972-01",326.93+"1972-02",327.83+"1972-03",327.95+"1972-04",329.91+"1972-05",330.22+"1972-06",329.25+"1972-07",328.11+"1972-08",326.39+"1972-09",324.97+"1972-10",325.32+"1972-11",326.54+"1972-12",327.71+"1973-01",328.73+"1973-02",329.69+"1973-03",330.47+"1973-04",331.69+"1973-05",332.65+"1973-06",332.24+"1973-07",331.03+"1973-08",329.36+"1973-09",327.60+"1973-10",327.29+"1973-11",328.28+"1973-12",328.79+"1974-01",329.45+"1974-02",330.89+"1974-03",331.63+"1974-04",332.85+"1974-05",333.28+"1974-06",332.47+"1974-07",331.34+"1974-08",329.53+"1974-09",327.57+"1974-10",327.57+"1974-11",328.53+"1974-12",329.69+"1975-01",330.45+"1975-02",330.97+"1975-03",331.64+"1975-04",332.87+"1975-05",333.61+"1975-06",333.55+"1975-07",331.90+"1975-08",330.05+"1975-09",328.58+"1975-10",328.31+"1975-11",329.41+"1975-12",330.63+"1976-01",331.63+"1976-02",332.46+"1976-03",333.36+"1976-04",334.45+"1976-05",334.82+"1976-06",334.32+"1976-07",333.05+"1976-08",330.87+"1976-09",329.24+"1976-10",328.87+"1976-11",330.18+"1976-12",331.50+"1977-01",332.81+"1977-02",333.23+"1977-03",334.55+"1977-04",335.82+"1977-05",336.44+"1977-06",335.99+"1977-07",334.65+"1977-08",332.41+"1977-09",331.32+"1977-10",330.73+"1977-11",332.05+"1977-12",333.53+"1978-01",334.66+"1978-02",335.07+"1978-03",336.33+"1978-04",337.39+"1978-05",337.65+"1978-06",337.57+"1978-07",336.25+"1978-08",334.39+"1978-09",332.44+"1978-10",332.25+"1978-11",333.59+"1978-12",334.76+"1979-01",335.89+"1979-02",336.44+"1979-03",337.63+"1979-04",338.54+"1979-05",339.06+"1979-06",338.95+"1979-07",337.41+"1979-08",335.71+"1979-09",333.68+"1979-10",333.69+"1979-11",335.05+"1979-12",336.53+"1980-01",337.81+"1980-02",338.16+"1980-03",339.88+"1980-04",340.57+"1980-05",341.19+"1980-06",340.87+"1980-07",339.25+"1980-08",337.19+"1980-09",335.49+"1980-10",336.63+"1980-11",337.74+"1980-12",338.36

@@ -1,5 +1,5 @@-"Month","CO2 (ppm) mauna loa, 1965-1980"
-"1965-01",319.32
-"1965-02",320.36
-"1965-03",320.82
-"1965-04",322.06
+"Month","CO2 (ppm) mauna loa, 1965-1980"+"1965-01",319.32+"1965-02",320.36+"1965-03",320.82+"1965-04",322.06

file too large to diff

@@ -1,5 +1,5 @@ name:           timeseries-version:        0.2.0+version:        0.3.0 synopsis:       Library for Time Series processing License:        BSD3 License-file:   LICENSE@@ -27,11 +27,12 @@ library   hs-source-dirs:   src   default-language: Haskell2010-  ghc-options:      -Wall+  ghc-options:      -O2 -Wall -fwarn-tabs -funbox-strict-fields   build-depends:                     base >= 4.7 && < 5,                     bytestring < 0.11,                     cassava >= 0.4 && < 0.5,+                    statistics < 1,                     text < 2,                     text-time < 1,                     time >= 1.5 && < 2,@@ -41,6 +42,7 @@   other-modules:                     Data.TimeSeries.Series,                     Data.TimeSeries.Stats,+                    Data.TimeSeries.Time,                     Data.TimeSeries.IO.CSVReader                     Data.TimeSeries.IO.CSVWriter @@ -48,6 +50,7 @@   type:             exitcode-stdio-1.0   main-is:          Spec.hs   default-language: Haskell2010+  ghc-options:      -threaded -rtsopts -fsimpl-tick-factor=500   build-depends:                     base >= 4 && <5,                     Cabal <2,@@ -55,6 +58,7 @@                     QuickCheck >=2.6 && <3,                     bytestring < 0.11,                     cassava >= 0.4 && < 0.5,+                    statistics < 1,                     text < 2,                     text-time < 1,                     time >= 1.5 && < 2,@@ -63,7 +67,9 @@                     Data.TimeSeries,                     Data.TimeSeries.Series,                     Data.TimeSeries.Stats,+                    Data.TimeSeries.Time,                     Data.TimeSeries.SeriesSpec+                    Data.TimeSeries.TimeSpec,                     Data.TimeSeries.IO.CSVReader                     Data.TimeSeries.IO.CSVWriter                     Data.TimeSeries.IO.CSVSpec