2 Module : Gargantext.Core.Viz.Phylo.PhyloTools
3 Description : Module dedicated to all the tools needed for making a Phylo
4 Copyright : (c) CNRS, 2017-Present
5 License : AGPL + CECILL v3
6 Maintainer : team@gargantext.org
7 Stability : experimental
11 {-# LANGUAGE ViewPatterns #-}
13 module Gargantext.Core.Viz.Phylo.PhyloTools where
15 import Control.Lens hiding (Level)
16 import Data.List (sort, concat, null, union, (++), tails, sortOn, nub, init, tail, partition, tails, nubBy, group, notElem)
17 import Data.Map (Map, elems, fromList, unionWith, keys, member, (!), filterWithKey, fromListWith, empty, restrictKeys)
18 import Data.Set (Set, disjoint)
19 import Data.String (String)
20 import Data.Text (Text,unpack)
21 import Data.Vector (Vector, elemIndex)
22 import Debug.Trace (trace)
23 import Gargantext.Core.Viz.Phylo
24 import Gargantext.Prelude
25 import Prelude (floor,read)
27 import qualified Data.List as List
28 import qualified Data.Set as Set
29 import qualified Data.Text as Text
30 import qualified Data.Vector as Vector
36 -- | To print an important message as an IO()
37 printIOMsg :: String -> IO ()
42 <> "-- | " <> msg <> "\n" )
45 -- | To print a comment as an IO()
46 printIOComment :: String -> IO ()
48 putStrLn ( "\n" <> cmt <> "\n" )
55 -- truncate' :: Double -> Int -> Double
56 -- truncate' x n = (fromIntegral (floor (x * t))) / t
59 truncate' :: Double -> Int -> Double
60 truncate' x n = (fromIntegral $ (floor (x * t) :: Int)) / t
66 getInMap :: Int -> Map Int Double -> Double
72 roundToStr :: (PrintfArg a, Floating a) => Int -> a -> String
73 roundToStr = printf "%0.*f"
76 countSup :: Double -> [Double] -> Int
77 countSup s l = length $ filter (>s) l
80 dropByIdx :: Int -> [a] -> [a]
81 dropByIdx k l = take k l ++ drop (k+1) l
84 elemIndex' :: Eq a => a -> [a] -> Int
85 elemIndex' e l = case (List.elemIndex e l) of
86 Nothing -> panic ("[ERR][Viz.Phylo.PhyloTools] element not in list")
90 commonPrefix :: Eq a => [a] -> [a] -> [a] -> [a]
91 commonPrefix lst lst' acc =
92 if (null lst || null lst')
94 else if (head' "commonPrefix" lst == head' "commonPrefix" lst')
95 then commonPrefix (tail lst) (tail lst') (acc ++ [head' "commonPrefix" lst])
100 -- | Foundations | --
101 ---------------------
104 -- | Is this Ngrams a Foundations Root ?
105 isRoots :: Ngrams -> Vector Ngrams -> Bool
106 isRoots n ns = Vector.elem n ns
108 -- | To transform a list of nrams into a list of foundation's index
109 ngramsToIdx :: [Ngrams] -> Vector Ngrams -> [Int]
110 ngramsToIdx ns fdt = map (\n -> fromJust $ elemIndex n fdt) ns
112 -- | To transform a list of sources into a list of sources' index
113 sourcesToIdx :: [Text] -> Vector Text -> [Int]
114 sourcesToIdx ss ps = nub $ map (\s -> fromJust $ elemIndex s ps) ss
116 -- | To transform a list of Ngrams Indexes into a Label
117 ngramsToLabel :: Vector Ngrams -> [Int] -> Text
118 ngramsToLabel ngrams l = Text.unwords $ tail' "ngramsToLabel" $ concat $ map (\n -> ["|",n]) $ ngramsToText ngrams l
120 idxToLabel :: [Int] -> String
121 idxToLabel l = List.unwords $ tail' "idxToLabel" $ concat $ map (\n -> ["|",show n]) l
123 idxToLabel' :: [Double] -> String
124 idxToLabel' l = List.unwords $ tail' "idxToLabel" $ concat $ map (\n -> ["|",show n]) l
126 -- | To transform a list of Ngrams Indexes into a list of Text
127 ngramsToText :: Vector Ngrams -> [Int] -> [Text]
128 ngramsToText ngrams l = map (\idx -> ngrams Vector.! idx) l
135 -- | To transform a list of periods into a set of Dates
136 periodsToYears :: [(Date,Date)] -> Set Date
137 periodsToYears periods = (Set.fromList . sort . concat)
138 $ map (\(d,d') -> [d..d']) periods
141 findBounds :: [Date] -> (Date,Date)
142 findBounds [] = panic "[G.C.V.P.PhyloTools] empty dates for find bounds"
144 let dates' = sort dates
145 in (head' "findBounds" dates', last' "findBounds" dates')
148 toPeriods :: [Date] -> Int -> Int -> [(Date,Date)]
149 toPeriods dates p s =
150 let (start,end) = findBounds dates
151 in map (\dates' -> (head' "toPeriods" dates', last' "toPeriods" dates'))
152 $ chunkAlong p s [start .. end]
155 toFstDate :: [Text] -> Text
160 let d' = read (filter (\c -> notElem c ['U','T','C',' ',':','-']) $ unpack d)::Int
163 toLstDate :: [Text] -> Text
169 let d' = read (filter (\c -> notElem c ['U','T','C',' ',':','-']) $ unpack d)::Int
173 getTimeScale :: Phylo -> [Char]
174 getTimeScale p = case (timeUnit $ getConfig p) of
175 Epoch _ _ _ -> "epoch"
177 Month _ _ _ -> "month"
182 -- | Get a regular & ascendante timeScale from a given list of dates
183 toTimeScale :: [Date] -> Int -> [Date]
184 toTimeScale dates step =
185 let (start,end) = findBounds dates
186 in [start, (start + step) .. end]
189 getTimeStep :: TimeUnit -> Int
190 getTimeStep time = case time of
197 getTimePeriod :: TimeUnit -> Int
198 getTimePeriod time = case time of
205 getTimeFrame :: TimeUnit -> Int
206 getTimeFrame time = case time of
218 -- | To find if l' is nested in l
219 isNested :: Eq a => [a] -> [a] -> Bool
222 | length l' > length l = False
223 | (union l l') == l = True
227 -- | To filter Fis with small Support but by keeping non empty Periods
228 keepFilled :: (Int -> [a] -> [a]) -> Int -> [a] -> [a]
229 keepFilled f thr l = if (null $ f thr l) && (not $ null l)
230 then keepFilled f (thr - 1) l
234 traceClique :: Map (Date, Date) [Clustering] -> String
235 traceClique mFis = foldl (\msg cpt -> msg <> show (countSup cpt cliques) <> " (>" <> show (cpt) <> ") " ) "" [1..6]
237 --------------------------------------
239 cliques = sort $ map (fromIntegral . length . _clustering_roots) $ concat $ elems mFis
240 --------------------------------------
243 traceSupport :: Map (Date, Date) [Clustering] -> String
244 traceSupport mFis = foldl (\msg cpt -> msg <> show (countSup cpt supports) <> " (>" <> show (cpt) <> ") " ) "" [1..6]
246 --------------------------------------
248 supports = sort $ map (fromIntegral . _clustering_support) $ concat $ elems mFis
249 --------------------------------------
252 traceFis :: [Char] -> Map (Date, Date) [Clustering] -> Map (Date, Date) [Clustering]
253 traceFis msg mFis = trace ( "\n" <> "-- | " <> msg <> " : " <> show (sum $ map length $ elems mFis) <> "\n"
254 <> "Support : " <> (traceSupport mFis) <> "\n"
255 <> "Nb Ngrams : " <> (traceClique mFis) <> "\n" ) mFis
263 getCliqueSupport :: Cluster -> Int
264 getCliqueSupport unit = case unit of
268 getCliqueSize :: Cluster -> Int
269 getCliqueSize unit = case unit of
278 listToCombi' :: [a] -> [(a,a)]
279 listToCombi' l = [(x,y) | (x:rest) <- tails l, y <- rest]
281 listToEqual' :: Eq a => [a] -> [(a,a)]
282 listToEqual' l = [(x,y) | x <- l, y <- l, x == y]
284 listToKeys :: Eq a => [a] -> [(a,a)]
285 listToKeys lst = (listToCombi' lst) ++ (listToEqual' lst)
287 listToMatrix :: [Int] -> Map (Int,Int) Double
288 listToMatrix lst = fromList $ map (\k -> (k,1)) $ listToKeys $ sort lst
290 listToMatrix' :: [Ngrams] -> Map (Ngrams,Ngrams) Int
291 listToMatrix' lst = fromList $ map (\k -> (k,1)) $ listToKeys $ sort lst
293 listToSeq :: Eq a => [a] -> [(a,a)]
294 listToSeq l = nubBy (\x y -> fst x == fst y) $ [ (x,y) | (x:rest) <- tails l, y <- rest ]
296 sumCooc :: Cooc -> Cooc -> Cooc
297 sumCooc cooc cooc' = unionWith (+) cooc cooc'
299 getTrace :: Cooc -> Double
300 getTrace cooc = sum $ elems $ filterWithKey (\(k,k') _ -> k == k') cooc
302 coocToDiago :: Cooc -> Cooc
303 coocToDiago cooc = filterWithKey (\(k,k') _ -> k == k') cooc
305 -- | To build the local cooc matrix of each phylogroup
306 ngramsToCooc :: [Int] -> [Cooc] -> Cooc
307 ngramsToCooc ngrams coocs =
308 let cooc = foldl (\acc cooc' -> sumCooc acc cooc') empty coocs
309 pairs = listToKeys ngrams
310 in filterWithKey (\k _ -> elem k pairs) cooc
317 getGroupId :: PhyloGroup -> PhyloGroupId
318 getGroupId g = ((g ^. phylo_groupPeriod, g ^. phylo_groupScale), g ^. phylo_groupIndex)
320 idToPrd :: PhyloGroupId -> Period
321 idToPrd id = (fst . fst) id
323 groupByField :: Ord a => (PhyloGroup -> a) -> [PhyloGroup] -> Map a [PhyloGroup]
324 groupByField toField groups = fromListWith (++) $ map (\g -> (toField g, [g])) groups
326 getPeriodPointers :: Filiation -> PhyloGroup -> [Pointer]
327 getPeriodPointers fil g =
329 ToChilds -> g ^. phylo_groupPeriodChilds
330 ToParents -> g ^. phylo_groupPeriodParents
331 ToChildsMemory -> undefined
332 ToParentsMemory -> undefined
334 filterProximity :: Proximity -> Double -> Double -> Bool
335 filterProximity proximity thr local =
337 WeightedLogJaccard _ _ -> local >= thr
338 WeightedLogSim _ _ -> local >= thr
339 Hamming _ _ -> undefined
341 getProximityName :: Proximity -> String
342 getProximityName proximity =
344 WeightedLogJaccard _ _ -> "WLJaccard"
345 WeightedLogSim _ _ -> "WeightedLogSim"
346 Hamming _ _ -> "Hamming"
352 addPointers :: Filiation -> PointerType -> [Pointer] -> PhyloGroup -> PhyloGroup
353 addPointers fil pty pointers g =
355 TemporalPointer -> case fil of
356 ToChilds -> g & phylo_groupPeriodChilds .~ pointers
357 ToParents -> g & phylo_groupPeriodParents .~ pointers
358 ToChildsMemory -> undefined
359 ToParentsMemory -> undefined
360 ScalePointer -> case fil of
361 ToChilds -> g & phylo_groupScaleChilds .~ pointers
362 ToParents -> g & phylo_groupScaleParents .~ pointers
363 ToChildsMemory -> undefined
364 ToParentsMemory -> undefined
366 toPointer' :: Double -> Pointer -> Pointer'
367 toPointer' thr pt = (fst pt,(thr,snd pt))
370 addMemoryPointers :: Filiation -> PointerType -> Double -> [Pointer] -> PhyloGroup -> PhyloGroup
371 addMemoryPointers fil pty thr pointers g =
373 TemporalPointer -> case fil of
374 ToChilds -> undefined
375 ToParents -> undefined
376 ToChildsMemory -> g & phylo_groupPeriodMemoryChilds .~ (concat [(g ^. phylo_groupPeriodMemoryChilds),(map (\pt -> toPointer' thr pt) pointers)])
377 ToParentsMemory -> g & phylo_groupPeriodMemoryParents .~ (concat [(g ^. phylo_groupPeriodMemoryParents),(map (\pt -> toPointer' thr pt) pointers)])
378 ScalePointer -> undefined
381 getPeriodIds :: Phylo -> [(Date,Date)]
382 getPeriodIds phylo = sortOn fst
384 $ phylo ^. phylo_periods
386 getLevelParentId :: PhyloGroup -> PhyloGroupId
387 getLevelParentId g = fst $ head' "getLevelParentId" $ g ^. phylo_groupScaleParents
389 getLastLevel :: Phylo -> Scale
390 getLastLevel phylo = last' "lastLevel" $ getScales phylo
392 getScales :: Phylo -> [Scale]
393 getScales phylo = nub
395 $ keys $ view ( phylo_periods
397 . phylo_periodScales ) phylo
399 getSeaElevation :: Phylo -> SeaElevation
400 getSeaElevation phylo = seaElevation (getConfig phylo)
403 getPhyloSeaRiseStart :: Phylo -> Double
404 getPhyloSeaRiseStart phylo = case (getSeaElevation phylo) of
408 getPhyloSeaRiseSteps :: Phylo -> Double
409 getPhyloSeaRiseSteps phylo = case (getSeaElevation phylo) of
414 getConfig :: Phylo -> PhyloConfig
415 getConfig phylo = (phylo ^. phylo_param) ^. phyloParam_config
418 setConfig :: PhyloConfig -> Phylo -> Phylo
419 setConfig config phylo = phylo
420 & phylo_param .~ (PhyloParam
421 ((phylo ^. phylo_param) ^. phyloParam_version)
422 ((phylo ^. phylo_param) ^. phyloParam_software)
425 -- & phylo_param & phyloParam_config & phyloParam_config .~ config
428 getRoots :: Phylo -> Vector Ngrams
429 getRoots phylo = (phylo ^. phylo_foundations) ^. foundations_roots
431 getSources :: Phylo -> Vector Text
432 getSources phylo = _sources (phylo ^. phylo_sources)
435 -- get the groups distributed by branches at the last scale
436 phyloLastScale :: Phylo -> [[PhyloGroup]]
437 phyloLastScale phylo = elems
439 $ map (\g -> (g ^. phylo_groupBranchId, [g]))
440 $ getGroupsFromScale (last' "byBranches" $ getScales phylo) phylo
442 getGroupsFromScale :: Scale -> Phylo -> [PhyloGroup]
443 getGroupsFromScale lvl phylo =
444 elems $ view ( phylo_periods
448 . filtered (\phyloLvl -> phyloLvl ^. phylo_scaleScale == lvl)
449 . phylo_scaleGroups ) phylo
452 getGroupsFromScalePeriods :: Scale -> [Period] -> Phylo -> [PhyloGroup]
453 getGroupsFromScalePeriods lvl periods phylo =
454 elems $ view ( phylo_periods
456 . filtered (\phyloPrd -> elem (phyloPrd ^. phylo_periodPeriod) periods)
459 . filtered (\phyloLvl -> phyloLvl ^. phylo_scaleScale == lvl)
460 . phylo_scaleGroups ) phylo
463 getGroupsFromPeriods :: Scale -> Map Period PhyloPeriod -> [PhyloGroup]
464 getGroupsFromPeriods lvl periods =
465 elems $ view ( traverse
468 . filtered (\phyloLvl -> phyloLvl ^. phylo_scaleScale == lvl)
469 . phylo_scaleGroups ) periods
472 updatePhyloGroups :: Scale -> Map PhyloGroupId PhyloGroup -> Phylo -> Phylo
473 updatePhyloGroups lvl m phylo =
478 . filtered (\phyloLvl -> phyloLvl ^. phylo_scaleScale == lvl)
482 let id = getGroupId g
488 updatePeriods :: Map (Date,Date) (Text,Text) -> Phylo -> Phylo
489 updatePeriods periods' phylo =
490 over (phylo_periods . traverse)
492 let prd' = periods' ! (prd ^. phylo_periodPeriod)
493 lvls = map (\lvl -> lvl & phylo_scalePeriodStr .~ prd') $ prd ^. phylo_periodScales
494 in prd & phylo_periodPeriodStr .~ prd'
495 & phylo_periodScales .~ lvls
498 updateQuality :: Double -> Phylo -> Phylo
499 updateQuality quality phylo = phylo { _phylo_quality = quality }
502 traceToPhylo :: Scale -> Phylo -> Phylo
503 traceToPhylo lvl phylo =
504 trace ("\n" <> "-- | End of phylo making at level " <> show (lvl) <> " with "
505 <> show (length $ getGroupsFromScale lvl phylo) <> " groups and "
506 <> show (length $ nub $ map _phylo_groupBranchId $ getGroupsFromScale lvl phylo) <> " branches" <> "\n") phylo
512 mergeBranchIds :: [[Int]] -> [Int]
513 mergeBranchIds ids = (head' "mergeBranchIds" . sort . mostFreq') ids
515 -- | 2) find the most Up Left ids in the hierarchy of similarity
516 -- mostUpLeft :: [[Int]] -> [[Int]]
518 -- let groupIds = (map (\gIds -> (length $ head' "gIds" gIds, head' "gIds" gIds)) . groupBy (\id id' -> length id == length id') . sortOn length) ids'
519 -- inf = (fst . minimum) groupIds
520 -- in map snd $ filter (\gIds -> fst gIds == inf) groupIds
521 -- | 1) find the most frequent ids
522 mostFreq' :: [[Int]] -> [[Int]]
524 let groupIds = (map (\gIds -> (length gIds, head' "gIds" gIds)) . group . sort) ids'
525 sup = (fst . maximum) groupIds
526 in map snd $ filter (\gIds -> fst gIds == sup) groupIds
529 mergeMeta :: [Int] -> [PhyloGroup] -> Map Text [Double]
530 mergeMeta bId groups =
531 let ego = head' "mergeMeta" $ filter (\g -> (snd (g ^. phylo_groupBranchId)) == bId) groups
532 in fromList [("breaks",(ego ^. phylo_groupMeta) ! "breaks"),("seaLevels",(ego ^. phylo_groupMeta) ! "seaLevels")]
535 groupsToBranches' :: Map PhyloGroupId PhyloGroup -> [[PhyloGroup]]
536 groupsToBranches' groups =
537 {- run the related component algorithm -}
538 let egos = map (\g -> [getGroupId g]
539 ++ (map fst $ g ^. phylo_groupPeriodParents)
540 ++ (map fst $ g ^. phylo_groupPeriodChilds)
541 ++ (map fst $ g ^. phylo_groupAncestors)) $ elems groups
542 graph = relatedComponents egos
543 {- update each group's branch id -}
545 let groups' = elems $ restrictKeys groups (Set.fromList ids)
546 bId = mergeBranchIds $ map (\g -> snd $ g ^. phylo_groupBranchId) groups'
547 in map (\g -> g & phylo_groupBranchId %~ (\(lvl,_) -> (lvl,bId))) groups') graph
550 relatedComponents :: Ord a => [[a]] -> [[a]]
551 relatedComponents graph = foldl' (\branches groups ->
553 then branches ++ [groups]
555 let branchPart = partition (\branch -> disjoint (Set.fromList branch) (Set.fromList groups)) branches
556 in (fst branchPart) ++ [nub $ concat $ (snd branchPart) ++ [groups]]) [] graph
559 toRelatedComponents :: [PhyloGroup] -> [((PhyloGroup,PhyloGroup),Double)] -> [[PhyloGroup]]
560 toRelatedComponents nodes edges =
561 let ref = fromList $ map (\g -> (getGroupId g, g)) nodes
562 clusters = relatedComponents $ ((map (\((g,g'),_) -> [getGroupId g, getGroupId g']) edges) ++ (map (\g -> [getGroupId g]) nodes))
563 in map (\cluster -> map (\gId -> ref ! gId) cluster) clusters
566 traceSynchronyEnd :: Phylo -> Phylo
567 traceSynchronyEnd phylo =
568 trace ( "-- | End synchronic clustering at level " <> show (getLastLevel phylo)
569 <> " with " <> show (length $ getGroupsFromScale (getLastLevel phylo) phylo) <> " groups"
570 <> " and " <> show (length $ nub $ map _phylo_groupBranchId $ getGroupsFromScale (getLastLevel phylo) phylo) <> " branches"
573 traceSynchronyStart :: Phylo -> Phylo
574 traceSynchronyStart phylo =
575 trace ( "\n" <> "-- | Start synchronic clustering at level " <> show (getLastLevel phylo)
576 <> " with " <> show (length $ getGroupsFromScale (getLastLevel phylo) phylo) <> " groups"
577 <> " and " <> show (length $ nub $ map _phylo_groupBranchId $ getGroupsFromScale (getLastLevel phylo) phylo) <> " branches"
585 getSensibility :: Proximity -> Double
586 getSensibility proxi = case proxi of
587 WeightedLogJaccard s _ -> s
588 WeightedLogSim s _ -> s
589 Hamming _ _ -> undefined
591 getMinSharedNgrams :: Proximity -> Int
592 getMinSharedNgrams proxi = case proxi of
593 WeightedLogJaccard _ m -> m
594 WeightedLogSim _ m -> m
595 Hamming _ _ -> undefined
601 intersectInit :: Eq a => [a] -> [a] -> [a] -> [a]
602 intersectInit acc lst lst' =
603 if (null lst) || (null lst')
605 else if (head' "intersectInit" lst) == (head' "intersectInit" lst')
606 then intersectInit (acc ++ [head' "intersectInit" lst]) (tail lst) (tail lst')
609 branchIdsToProximity :: PhyloBranchId -> PhyloBranchId -> Double -> Double -> Double
610 branchIdsToProximity id id' thrInit thrStep = thrInit + thrStep * (fromIntegral $ length $ intersectInit [] (snd id) (snd id'))
612 ngramsInBranches :: [[PhyloGroup]] -> [Int]
613 ngramsInBranches branches = nub $ foldl (\acc g -> acc ++ (g ^. phylo_groupNgrams)) [] $ concat branches
616 traceMatchSuccess :: Double -> Double -> Double -> [[[PhyloGroup]]] -> [[[PhyloGroup]]]
617 traceMatchSuccess thr qua qua' nextBranches =
618 trace ( "\n" <> "-- local branches : " <> (init $ show ((init . init . snd)
619 $ (head' "trace" $ head' "trace" $ head' "trace" nextBranches) ^. phylo_groupBranchId))
620 <> ",(1.." <> show (length nextBranches) <> ")]"
621 <> " | " <> show ((length . concat . concat) nextBranches) <> " groups" <> "\n"
622 <> " - splited with success in " <> show (map length nextBranches) <> " sub-branches" <> "\n"
623 <> " - for the local threshold " <> show (thr) <> " ( quality : " <> show (qua) <> " < " <> show(qua') <> ")\n" ) nextBranches
626 traceMatchFailure :: Double -> Double -> Double -> [[PhyloGroup]] -> [[PhyloGroup]]
627 traceMatchFailure thr qua qua' branches =
628 trace ( "\n" <> "-- local branches : " <> (init $ show ((init . snd) $ (head' "trace" $ head' "trace" branches) ^. phylo_groupBranchId))
629 <> ",(1.." <> show (length branches) <> ")]"
630 <> " | " <> show (length $ concat branches) <> " groups" <> "\n"
631 <> " - split with failure for the local threshold " <> show (thr) <> " ( quality : " <> show (qua) <> " > " <> show(qua') <> ")\n"
635 traceMatchNoSplit :: [[PhyloGroup]] -> [[PhyloGroup]]
636 traceMatchNoSplit branches =
637 trace ( "\n" <> "-- local branches : " <> (init $ show ((init . snd) $ (head' "trace" $ head' "trace" branches) ^. phylo_groupBranchId))
638 <> ",(1.." <> show (length branches) <> ")]"
639 <> " | " <> show (length $ concat branches) <> " groups" <> "\n"
640 <> " - unable to split in smaller branches" <> "\n"
644 traceMatchLimit :: [[PhyloGroup]] -> [[PhyloGroup]]
645 traceMatchLimit branches =
646 trace ( "\n" <> "-- local branches : " <> (init $ show ((init . snd) $ (head' "trace" $ head' "trace" branches) ^. phylo_groupBranchId))
647 <> ",(1.." <> show (length branches) <> ")]"
648 <> " | " <> show (length $ concat branches) <> " groups" <> "\n"
649 <> " - unable to increase the threshold above 1" <> "\n"
653 traceMatchEnd :: [PhyloGroup] -> [PhyloGroup]
654 traceMatchEnd groups =
655 trace ("\n" <> "-- | End temporal matching with " <> show (length $ nub $ map (\g -> g ^. phylo_groupBranchId) groups)
656 <> " branches and " <> show (length groups) <> " groups" <> "\n") groups
659 traceTemporalMatching :: [PhyloGroup] -> [PhyloGroup]
660 traceTemporalMatching groups =
661 trace ( "\n" <> "-- | Start temporal matching for " <> show(length groups) <> " groups" <> "\n") groups
664 traceGroupsProxi :: [Double] -> [Double]
666 trace ( "\n" <> "-- | " <> show(List.length l) <> " computed pairs of groups proximity" <> "\n") l