src/Gargantext/Core/Viz/Phylo/PhyloExport.hs

   1 {-|
   2 Module      : Gargantext.Core.Viz.Phylo.PhyloExport
   3 Description : Exportation module of a Phylo
   4 Copyright   : (c) CNRS, 2017-Present
   5 License     : AGPL + CECILL v3
   6 Maintainer  : team@gargantext.org
   7 Stability   : experimental
   8 Portability : POSIX
   9 -}
  10
  11 {-# LANGUAGE TypeSynonymInstances #-}
  12
  13 module Gargantext.Core.Viz.Phylo.PhyloExport where
  14
  15 import Data.Map (Map, fromList, empty, fromListWith, insert, (!), elems, unionWith, findWithDefault, toList, member)
  16 import Data.List ((++), sort, nub, null, concat, sortOn, groupBy, union, (\\), (!!), init, partition, notElem, unwords, nubBy, inits, elemIndex)
  17 import Data.Vector (Vector)
  18
  19 import Prelude (writeFile)
  20 import Gargantext.Prelude
  21 import Gargantext.Core.Viz.AdaptativePhylo
  22 import Gargantext.Core.Viz.Phylo.PhyloTools
  23 import Gargantext.Core.Viz.Phylo.TemporalMatching (filterDocs, filterDiago, reduceDiagos, toProximity, getNextPeriods)
  24
  25 import Control.Lens hiding (Level)
  26 import Control.Parallel.Strategies (parList, rdeepseq, using)
  27 import Data.GraphViz hiding (DotGraph, Order)
  28 import Data.GraphViz.Types.Generalised (DotGraph)
  29 import Data.GraphViz.Attributes.Complete hiding (EdgeType, Order)
  30 import Data.GraphViz.Types.Monadic
  31 import Data.Text.Lazy (fromStrict, pack, unpack)
  32 import System.FilePath
  33 import Debug.Trace (trace)
  34
  35 import qualified Data.Text as Text
  36 import qualified Data.Vector as Vector
  37 import qualified Data.Text.Lazy as Lazy
  38 import qualified Data.GraphViz.Attributes.HTML as H
  39
  40 --------------------
  41 -- | Dot export | --
  42 --------------------
  43
  44 dotToFile :: FilePath -> DotGraph DotId -> IO ()
  45 dotToFile filePath dotG = writeFile filePath $ dotToString dotG
  46
  47 dotToString :: DotGraph DotId  -> [Char]
  48 dotToString dotG = unpack (printDotGraph dotG)
  49
  50 dynamicToColor :: Double -> H.Attribute
  51 dynamicToColor d
  52   | d == 0    = H.BGColor (toColor LightCoral)
  53   | d == 1    = H.BGColor (toColor Khaki)
  54   | d == 2    = H.BGColor (toColor SkyBlue)
  55   | otherwise = H.Color   (toColor Black)
  56
  57 pickLabelColor :: [Double] -> H.Attribute
  58 pickLabelColor lst
  59   | elem 0 lst = dynamicToColor 0
  60   | elem 2 lst = dynamicToColor 2
  61   | elem 1 lst = dynamicToColor 1
  62   | otherwise  = dynamicToColor 3
  63
  64 toDotLabel :: Text.Text -> Label
  65 toDotLabel lbl = StrLabel $ fromStrict lbl
  66
  67 toAttr :: AttributeName -> Lazy.Text -> CustomAttribute
  68 toAttr k v = customAttribute k v
  69
  70 metaToAttr :: Map Text.Text [Double] -> [CustomAttribute]
  71 metaToAttr meta = map (\(k,v) -> toAttr (fromStrict k) $ (pack . unwords) $ map show v) $ toList meta
  72
  73 groupIdToDotId :: PhyloGroupId -> DotId
  74 groupIdToDotId (((d,d'),lvl),idx) = (fromStrict . Text.pack) $ ("group" <> (show d) <> (show d') <> (show lvl) <> (show idx))
  75
  76 branchIdToDotId :: PhyloBranchId -> DotId
  77 branchIdToDotId bId = (fromStrict . Text.pack) $ ("branch" <> show (snd bId))
  78
  79 periodIdToDotId :: PhyloPeriodId -> DotId
  80 periodIdToDotId prd = (fromStrict . Text.pack) $ ("period" <> show (fst prd) <> show (snd prd))
  81
  82 groupToTable :: Vector Ngrams -> PhyloGroup -> H.Label
  83 groupToTable fdt g = H.Table H.HTable
  84                     { H.tableFontAttrs = Just [H.PointSize 14, H.Align H.HLeft]
  85                     , H.tableAttrs = [H.Border 0, H.CellBorder 0, H.BGColor (toColor White)]
  86                     , H.tableRows = [header]
  87                                  <> [H.Cells [H.LabelCell [H.Height 10] $ H.Text [H.Str $ fromStrict ""]]]
  88                                  <> ( map ngramsToRow $ splitEvery 4
  89                                     $ reverse $ sortOn (snd . snd)
  90                                     $ zip (ngramsToText fdt (g ^. phylo_groupNgrams))
  91                                     $ zip ((g ^. phylo_groupMeta) ! "dynamics") ((g ^. phylo_groupMeta) ! "inclusion"))}
  92     where
  93         --------------------------------------
  94         ngramsToRow :: [(Ngrams,(Double,Double))] -> H.Row
  95         ngramsToRow ns = H.Cells $ map (\(n,(d,_)) ->
  96                             H.LabelCell [H.Align H.HLeft,dynamicToColor d] $ H.Text [H.Str $ fromStrict n]) ns
  97         --------------------------------------
  98         header :: H.Row
  99         header =
 100             H.Cells [ H.LabelCell [pickLabelColor ((g ^. phylo_groupMeta) ! "dynamics")]
 101                     $ H.Text [H.Str $ (((fromStrict . Text.toUpper) $ g ^. phylo_groupLabel)
 102                                    <> (fromStrict " ( ")
 103                                    <> (pack $ show (fst $ g ^. phylo_groupPeriod))
 104                                    <> (fromStrict " , ")
 105                                    <> (pack $ show (snd $ g ^. phylo_groupPeriod))
 106                                    <> (fromStrict " ) ")
 107                                    <> (pack $ show (getGroupId g)))]]
 108         --------------------------------------
 109
 110 branchToDotNode :: PhyloBranch -> Int -> Dot DotId
 111 branchToDotNode b bId =
 112     node (branchIdToDotId $ b ^. branch_id)
 113          ([FillColor [toWColor CornSilk], FontName "Arial", FontSize 40, Shape Egg, Style [SItem Bold []], Label (toDotLabel $ b ^. branch_label)]
 114          <> (metaToAttr $ b ^. branch_meta)
 115          <> [ toAttr "nodeType" "branch"
 116             , toAttr "bId"      (pack $ show bId)
 117             , toAttr "branchId" (pack $ unwords (map show $ snd $ b ^. branch_id))
 118             , toAttr "branch_x" (fromStrict $ Text.pack $ (show $ b ^. branch_x))
 119             , toAttr "branch_y" (fromStrict $ Text.pack $ (show $ b ^. branch_y))
 120             , toAttr "label"    (pack $ show $ b ^. branch_label)
 121             ])
 122
 123 periodToDotNode :: (Date,Date) -> Dot DotId
 124 periodToDotNode prd =
 125     node (periodIdToDotId prd)
 126          ([Shape BoxShape, FontSize 50, Label (toDotLabel $ Text.pack (show (fst prd) <> " " <> show (snd prd)))]
 127          <> [ toAttr "nodeType" "period"
 128             , toAttr "from" (fromStrict $ Text.pack $ (show $ fst prd))
 129             , toAttr "to"   (fromStrict $ Text.pack $ (show $ snd prd))])
 130
 131
 132 groupToDotNode :: Vector Ngrams -> PhyloGroup -> Int -> Dot DotId
 133 groupToDotNode fdt g bId =
 134     node (groupIdToDotId $ getGroupId g)
 135                      ([FontName "Arial", Shape Square, penWidth 4,  toLabel (groupToTable fdt g)]
 136                       <> [ toAttr "nodeType" "group"
 137                          , toAttr "from" (pack $ show (fst $ g ^. phylo_groupPeriod))
 138                          , toAttr "to"   (pack $ show (snd $ g ^. phylo_groupPeriod))
 139                          , toAttr "branchId" (pack $ unwords (init $ map show $ snd $ g ^. phylo_groupBranchId))
 140                          , toAttr "bId" (pack $ show bId)
 141                          , toAttr "support" (pack $ show (g ^. phylo_groupSupport))
 142                          , toAttr "lbl" (pack $ show (ngramsToLabel fdt (g ^. phylo_groupNgrams)))
 143                          , toAttr "foundation" (pack $ show (idxToLabel (g ^. phylo_groupNgrams)))
 144                          , toAttr "role" (pack $ show (idxToLabel' ((g ^. phylo_groupMeta) ! "dynamics")))
 145                          , toAttr "frequence" (pack $ show (idxToLabel' ((g ^. phylo_groupMeta) ! "frequence")))
 146                          ])
 147
 148
 149 toDotEdge :: DotId -> DotId -> [Char] -> EdgeType -> Dot DotId
 150 toDotEdge source target lbl edgeType = edge source target
 151     (case edgeType of
 152         GroupToGroup    -> [ Width 3, penWidth 4, Color [toWColor Black], Constraint True] <> [toAttr "edgeType" "link", toAttr "lbl" (pack lbl)]
 153         BranchToGroup   -> [ Width 3, Color [toWColor Black], ArrowHead (AType [(ArrMod FilledArrow RightSide,DotArrow)])] <> [toAttr "edgeType" "branchLink" ]
 154         BranchToBranch  -> [ Width 2, Color [toWColor Black], Style [SItem Dashed []], ArrowHead (AType [(ArrMod FilledArrow BothSides,DotArrow)])]
 155         GroupToAncestor -> [ Width 3, Color [toWColor Red], Style [SItem Dashed []], ArrowHead (AType [(ArrMod FilledArrow BothSides,NoArrow)]), PenWidth 4] <> [toAttr "edgeType" "ancestorLink", toAttr "lbl" (pack lbl)]
 156         PeriodToPeriod  -> [ Width 5, Color [toWColor Black]])
 157
 158
 159 mergePointers :: [PhyloGroup] -> Map (PhyloGroupId,PhyloGroupId) Double
 160 mergePointers groups =
 161     let toChilds  = fromList $ concat $ map (\g -> map (\(target,w) -> ((getGroupId g,target),w)) $ g ^. phylo_groupPeriodChilds) groups
 162         toParents = fromList $ concat $ map (\g -> map (\(target,w) -> ((target,getGroupId g),w)) $ g ^. phylo_groupPeriodParents) groups
 163     in  unionWith (\w w' -> max w w') toChilds toParents
 164
 165 mergeAncestors :: [PhyloGroup] -> [((PhyloGroupId,PhyloGroupId), Double)]
 166 mergeAncestors groups = concat
 167                       $ map (\g -> map (\(target,w) -> ((getGroupId g,target),w)) $ g ^. phylo_groupAncestors)
 168                       $ filter (\g -> (not . null) $ g ^. phylo_groupAncestors) groups
 169
 170
 171 toBid :: PhyloGroup -> [PhyloBranch] -> Int
 172 toBid g bs =
 173   let b' = head' "toBid" (filter (\b -> b ^. branch_id == g ^. phylo_groupBranchId) bs)
 174    in fromJust $ elemIndex b' bs
 175
 176 exportToDot :: Phylo -> PhyloExport -> DotGraph DotId
 177 exportToDot phylo export =
 178     trace ("\n-- | Convert " <> show(length $ export ^. export_branches) <> " branches and "
 179          <> show(length $ export ^. export_groups) <> " groups "
 180          <> show(length $ nub $ concat $ map (\g -> g ^. phylo_groupNgrams) $ export ^. export_groups) <> " terms to a dot file\n\n"
 181          <> "##########################") $
 182     digraph ((Str . fromStrict) $ (phyloName $ getConfig phylo)) $ do
 183
 184         {- 1) init the dot graph -}
 185         graphAttrs ( [ Label (toDotLabel $ (phyloName $ getConfig phylo))]
 186                   <> [ FontSize 30, LabelLoc VTop, NodeSep 1, RankSep [1], Rank SameRank, Splines SplineEdges, Overlap ScaleOverlaps
 187                      , Ratio FillRatio
 188                      , Style [SItem Filled []],Color [toWColor White]]
 189                   {-- home made attributes -}
 190                   <> [(toAttr (fromStrict "phyloFoundations") $ pack $ show (length $ Vector.toList $ getRoots phylo))
 191                      ,(toAttr (fromStrict "phyloTerms") $ pack $ show (length $ nub $ concat $ map (\g -> g ^. phylo_groupNgrams) $ export ^. export_groups))
 192                      ,(toAttr (fromStrict "phyloDocs") $ pack $ show (sum $ elems $ phylo ^. phylo_timeDocs))
 193                      ,(toAttr (fromStrict "phyloPeriods") $ pack $ show (length $ elems $ phylo ^. phylo_periods))
 194                      ,(toAttr (fromStrict "phyloBranches") $ pack $ show (length $ export ^. export_branches))
 195                      ,(toAttr (fromStrict "phyloGroups") $ pack $ show (length $ export ^. export_groups))
 196                      -- ,(toAttr (fromStrict "phyloTermsFreq") $ pack $ show (toList $ _phylo_lastTermFreq phylo))
 197                      ])
 198
 199 {-
 200  -- toAttr (fromStrict k) $ (pack . unwords) $ map show v
 201
 202         --  2) create a layer for the branches labels -}
 203         subgraph (Str "Branches peaks") $ do
 204
 205             -- graphAttrs [Rank SameRank]
 206 {-
 207             --  3) group the branches by hierarchy
 208             -- mapM (\branches ->
 209             --         subgraph (Str "Branches clade") $ do
 210             --             graphAttrs [Rank SameRank]
 211
 212             --             --  4) create a node for each branch
 213             --             mapM branchToDotNode branches
 214             --     ) $ elems $ fromListWith (++) $ map (\b -> ((init . snd) $ b ^. branch_id,[b])) $ export ^. export_branches
 215 -}
 216             mapM (\b -> branchToDotNode b (fromJust $ elemIndex b (export ^. export_branches))) $ export ^. export_branches
 217
 218         {--  5) create a layer for each period -}
 219         _ <- mapM (\period ->
 220                 subgraph ((Str . fromStrict . Text.pack) $ ("Period" <> show (fst period) <> show (snd period))) $ do
 221                     graphAttrs [Rank SameRank]
 222                     periodToDotNode period
 223
 224                     {--  6) create a node for each group -}
 225                     mapM (\g -> groupToDotNode (getRoots phylo) g (toBid g (export ^. export_branches))) (filter (\g -> g ^. phylo_groupPeriod == period) $ export ^. export_groups)
 226             ) $ getPeriodIds phylo
 227
 228         {--  7) create the edges between a branch and its first groups -}
 229         _ <- mapM (\(bId,groups) ->
 230                 mapM (\g -> toDotEdge (branchIdToDotId bId) (groupIdToDotId $ getGroupId g) "" BranchToGroup) groups
 231              )
 232            $ toList
 233            $ map (\groups -> head' "toDot"
 234                            $ groupBy (\g g' -> g' ^. phylo_groupPeriod == g ^. phylo_groupPeriod)
 235                            $ sortOn (fst . _phylo_groupPeriod) groups)
 236            $ fromListWith (++) $ map (\g -> (g ^. phylo_groupBranchId,[g])) $ export ^. export_groups
 237
 238         {-  8) create the edges between the groups -}
 239         _ <- mapM (\((k,k'),v) ->
 240                 toDotEdge (groupIdToDotId k) (groupIdToDotId k') (show v) GroupToGroup
 241             ) $ (toList . mergePointers) $ export ^. export_groups
 242
 243         _ <- mapM (\((k,k'),v) ->
 244                 toDotEdge (groupIdToDotId k) (groupIdToDotId k') (show v) GroupToAncestor
 245           ) $ mergeAncestors $ export ^. export_groups
 246
 247         -- 10) create the edges between the periods
 248         _ <- mapM (\(prd,prd') ->
 249                 toDotEdge (periodIdToDotId prd) (periodIdToDotId prd') "" PeriodToPeriod
 250             ) $ nubBy (\combi combi' -> fst combi == fst combi') $ listToCombi' $ getPeriodIds phylo
 251
 252         {-  8) create the edges between the branches
 253         -- _ <- mapM (\(bId,bId') ->
 254         --         toDotEdge (branchIdToDotId bId) (branchIdToDotId bId')
 255         --         (Text.pack $ show(branchIdsToProximity bId bId'
 256         --                             (getThresholdInit $ phyloProximity $ getConfig phylo)
 257         --                             (getThresholdStep $ phyloProximity $ getConfig phylo))) BranchToBranch
 258         --     ) $ nubBy (\combi combi' -> fst combi == fst combi') $ listToCombi' $ map _branch_id $ export ^. export_branches
 259         -}
 260
 261
 262         graphAttrs [Rank SameRank]
 263
 264
 265 ----------------
 266 -- | Filter | --
 267 ----------------
 268
 269 filterByBranchSize :: Double -> PhyloExport -> PhyloExport
 270 filterByBranchSize thr export =
 271     let splited  = partition (\b -> head' "filter" ((b ^. branch_meta) ! "size") >= thr) $ export ^. export_branches
 272      in export & export_branches .~ (fst splited)
 273                & export_groups %~ (filter (\g -> not $ elem  (g ^. phylo_groupBranchId) (map _branch_id $ snd splited)))
 274
 275
 276 processFilters :: [Filter] -> Quality -> PhyloExport -> PhyloExport
 277 processFilters filters qua export =
 278     foldl (\export' f -> case f of
 279                 ByBranchSize thr -> if (thr < (fromIntegral $ qua ^. qua_minBranch))
 280                                       then filterByBranchSize (fromIntegral $ qua ^. qua_minBranch) export'
 281                                       else filterByBranchSize thr export'
 282         ) export filters
 283
 284 --------------
 285 -- | Sort | --
 286 --------------
 287
 288 branchToIso :: [PhyloBranch] -> [PhyloBranch]
 289 branchToIso branches =
 290     let steps = map sum
 291               $ inits
 292               $ map (\(b,x) -> b ^. branch_y + 0.05 - x)
 293               $ zip branches
 294               $ ([0] ++ (map (\(b,b') ->
 295                                  let idx = length $ commonPrefix (b ^. branch_canonId) (b' ^. branch_canonId) []
 296                                      lmin = min (length $ b ^. branch_seaLevel)  (length $ b' ^. branch_seaLevel)
 297                                   in
 298                                     if ((idx - 1) > ((length $ b' ^. branch_seaLevel) - 1))
 299                                       then (b' ^. branch_seaLevel) !! (lmin - 1)
 300                                       else (b' ^. branch_seaLevel) !! (idx - 1)
 301                                  ) $ listToSeq branches))
 302      in map (\(x,b) -> b & branch_x .~ x)
 303       $ zip steps branches
 304
 305 branchToIso' :: Double -> Double -> [PhyloBranch] -> [PhyloBranch]
 306 branchToIso' start step branches =
 307   let bx = map (\l -> (sum l) + ((fromIntegral $ length l) * 0.5))
 308          $ inits
 309          $ ([0] ++ (map (\(b,b') ->
 310                       let root = fromIntegral $ length $ commonPrefix (snd $ b ^. branch_id) (snd $ b' ^. branch_id) []
 311                       in 1 - start - step * root) $ listToSeq branches))
 312   in map (\(x,b) -> b & branch_x .~ x)
 313    $ zip bx branches
 314
 315
 316 sortByHierarchy :: Int -> [PhyloBranch] -> [PhyloBranch]
 317 sortByHierarchy depth branches =
 318     if (length branches == 1)
 319         then branches
 320         else concat
 321            $ map (\branches' ->
 322                     let partitions = partition (\b -> depth + 1 == ((length . snd) $ b ^. branch_id)) branches'
 323                     in  (sortOn (\b -> (b ^. branch_meta) ! "birth") (fst partitions))
 324                     ++  (sortByHierarchy (depth + 1) (snd partitions)))
 325             $ groupBy (\b b' -> ((take depth . snd) $ b ^. branch_id) == ((take depth . snd) $ b' ^. branch_id) )
 326             $ sortOn (\b -> (take depth . snd) $ b ^. branch_id) branches
 327
 328
 329 sortByBirthDate :: Order -> PhyloExport -> PhyloExport
 330 sortByBirthDate order export =
 331     let branches  = sortOn (\b -> (b ^. branch_meta) ! "birth") $ export ^. export_branches
 332         branches' = case order of
 333                     Asc  -> branches
 334                     Desc -> reverse branches
 335     in  export & export_branches .~ branches'
 336
 337 processSort :: Sort -> SeaElevation -> PhyloExport -> PhyloExport
 338 processSort sort' elev export = case sort' of
 339     ByBirthDate o -> sortByBirthDate o export
 340     ByHierarchy   -> export & export_branches .~ (branchToIso' (_cons_start elev) (_cons_step elev)
 341                        $ sortByHierarchy 0 (export ^. export_branches))
 342
 343
 344 -----------------
 345 -- | Metrics | --
 346 -----------------
 347
 348 -- | Return the conditional probability of i knowing j
 349 conditional :: Ord a => Map (a,a) Double -> a -> a -> Double
 350 conditional m i j = (findWithDefault 0 (i,j) m)
 351                   / (m ! (j,j))
 352
 353
 354 -- | Return the genericity score of a given ngram
 355 genericity :: Map (Int, Int) Double -> [Int] -> Int -> Double
 356 genericity m l i = ( (sum $ map (\j -> conditional m i j) l)
 357                    - (sum $ map (\j -> conditional m j i) l)) / (fromIntegral $ (length l) + 1)
 358
 359
 360 -- | Return the specificity score of a given ngram
 361 specificity :: Map (Int, Int) Double -> [Int] -> Int -> Double
 362 specificity m l i = ( (sum $ map (\j -> conditional m j i) l)
 363                     - (sum $ map (\j -> conditional m i j) l)) / (fromIntegral $ (length l) + 1)
 364
 365
 366 -- | Return the inclusion score of a given ngram
 367 inclusion :: Map (Int, Int) Double -> [Int] -> Int -> Double
 368 inclusion m l i = ( (sum $ map (\j -> conditional m j i) l)
 369                   + (sum $ map (\j -> conditional m i j) l)) / (fromIntegral $ (length l) + 1)
 370
 371
 372 ngramsMetrics :: Phylo -> PhyloExport -> PhyloExport
 373 ngramsMetrics phylo export =
 374     over ( export_groups
 375          .  traverse )
 376     (\g -> g & phylo_groupMeta %~ insert "genericity"
 377                                   (map (\n -> genericity  (g ^. phylo_groupCooc) ((g ^. phylo_groupNgrams) \\ [n]) n) $ g ^. phylo_groupNgrams)
 378              & phylo_groupMeta %~ insert "specificity"
 379                                   (map (\n -> specificity (g ^. phylo_groupCooc) ((g ^. phylo_groupNgrams) \\ [n]) n) $ g ^. phylo_groupNgrams)
 380              & phylo_groupMeta %~ insert "inclusion"
 381                                   (map (\n -> inclusion   (g ^. phylo_groupCooc) ((g ^. phylo_groupNgrams) \\ [n]) n) $ g ^. phylo_groupNgrams)
 382              & phylo_groupMeta %~ insert "frequence"
 383                                   (map (\n -> getInMap n (phylo ^. phylo_lastTermFreq)) $ g ^. phylo_groupNgrams)
 384         ) export
 385
 386
 387 branchDating :: PhyloExport -> PhyloExport
 388 branchDating export =
 389     over ( export_branches
 390          .  traverse )
 391     (\b ->
 392         let groups = sortOn fst
 393                    $ foldl' (\acc g -> if (g ^. phylo_groupBranchId == b ^. branch_id)
 394                                       then acc ++ [g ^. phylo_groupPeriod]
 395                                       else acc ) [] $ export ^. export_groups
 396             periods = nub groups
 397             birth = fst $ head' "birth" groups
 398             age   = (snd $ last' "age"  groups) - birth
 399         in b & branch_meta %~ insert "birth" [fromIntegral birth]
 400              & branch_meta %~ insert "age"   [fromIntegral age]
 401              & branch_meta %~ insert "size"  [fromIntegral $ length periods] ) export
 402
 403 processMetrics :: Phylo -> PhyloExport -> PhyloExport
 404 processMetrics phylo export = ngramsMetrics phylo
 405                             $ branchDating export
 406
 407
 408 -----------------
 409 -- | Taggers | --
 410 -----------------
 411
 412 nk :: Int -> [[Int]] -> Int
 413 nk n groups = sum
 414             $ map (\g -> if (elem n g)
 415                           then 1
 416                           else 0) groups
 417
 418
 419 tf :: Int -> [[Int]] -> Double
 420 tf n groups = (fromIntegral $ nk n groups) / (fromIntegral $ length $ concat groups)
 421
 422
 423 idf :: Int -> [[Int]] -> Double
 424 idf n groups = log ((fromIntegral $ length groups) / (fromIntegral $ nk n groups))
 425
 426
 427 findTfIdf :: [[Int]] -> [(Int,Double)]
 428 findTfIdf groups = reverse $ sortOn snd $ map (\n -> (n,(tf n groups) * (idf n groups))) $ sort $ nub $ concat groups
 429
 430
 431 findEmergences :: [PhyloGroup] -> Map Int Double -> [(Int,Double)]
 432 findEmergences groups freq =
 433   let ngrams = map _phylo_groupNgrams groups
 434       dynamics = map (\g -> (g ^. phylo_groupMeta) ! "dynamics") groups
 435       emerging = nubBy (\n1 n2 -> fst n1 == fst n2)
 436                $ concat $ map (\g -> filter (\(_,d) -> d == 0) $ zip (fst g) (snd g)) $ zip ngrams dynamics
 437   in reverse $ sortOn snd
 438    $ map (\(n,_) -> if (member n freq)
 439                       then (n,freq ! n)
 440                       else (n,0)) emerging
 441
 442
 443 mostEmergentTfIdf :: Int -> Map Int Double -> Vector Ngrams -> PhyloExport -> PhyloExport
 444 mostEmergentTfIdf nth freq foundations export =
 445     over ( export_branches
 446          .  traverse )
 447          (\b ->
 448             let groups = filter (\g -> g ^. phylo_groupBranchId == b ^. branch_id) $ export ^. export_groups
 449                 tfidf  = findTfIdf (map _phylo_groupNgrams groups)
 450                 emergences = findEmergences groups freq
 451                 selected = if (null emergences)
 452                             then map fst $ take nth tfidf
 453                             else [fst $ head' "mostEmergentTfIdf" emergences]
 454                               ++ (map fst $ take (nth - 1) $ filter (\(n,_) -> n /= (fst $ head' "mostEmergentTfIdf" emergences)) tfidf)
 455             in b & branch_label .~ (ngramsToLabel foundations selected)) export
 456
 457
 458 getNthMostMeta :: Int -> [Double] -> [Int] -> [Int]
 459 getNthMostMeta nth meta ns = map (\(idx,_) -> (ns !! idx))
 460                            $ take nth
 461                            $ reverse
 462                            $ sortOn snd $ zip [0..] meta
 463
 464
 465 mostInclusive :: Int -> Vector Ngrams -> PhyloExport -> PhyloExport
 466 mostInclusive nth foundations export =
 467     over ( export_branches
 468          .  traverse )
 469          (\b ->
 470             let groups = filter (\g -> g ^. phylo_groupBranchId == b ^. branch_id) $ export ^. export_groups
 471                 cooc   = foldl (\acc g -> unionWith (+) acc (g ^. phylo_groupCooc)) empty groups
 472                 ngrams = sort $ foldl (\acc g -> union acc (g ^. phylo_groupNgrams)) [] groups
 473                 inc    = map (\n -> inclusion cooc (ngrams \\ [n]) n) ngrams
 474                 lbl    = ngramsToLabel foundations $ getNthMostMeta nth inc ngrams
 475             in b & branch_label .~ lbl ) export
 476
 477
 478 mostEmergentInclusive :: Int -> Vector Ngrams -> PhyloExport -> PhyloExport
 479 mostEmergentInclusive nth foundations export =
 480     over ( export_groups
 481          .  traverse )
 482          (\g ->
 483             let lbl = ngramsToLabel foundations
 484                     $ take nth
 485                     $ map (\(_,(_,idx)) -> idx)
 486                     $ concat
 487                     $ map (\groups -> sortOn (fst . snd) groups)
 488                     $ groupBy ((==) `on` fst) $ reverse $ sortOn fst
 489                     $ zip ((g ^. phylo_groupMeta) ! "inclusion")
 490                     $ zip ((g ^. phylo_groupMeta) ! "dynamics") (g ^. phylo_groupNgrams)
 491             in g & phylo_groupLabel .~ lbl ) export
 492
 493
 494 processLabels :: [PhyloLabel] -> Vector Ngrams -> Map Int Double -> PhyloExport -> PhyloExport
 495 processLabels labels foundations freq export =
 496     foldl (\export' label ->
 497                 case label of
 498                     GroupLabel  tagger nth ->
 499                         case tagger of
 500                             MostEmergentInclusive -> mostEmergentInclusive nth foundations export'
 501                             _ -> panic "[ERR][Viz.Phylo.PhyloExport] unknown tagger"
 502                     BranchLabel tagger nth ->
 503                         case tagger of
 504                             MostInclusive -> mostInclusive nth foundations export'
 505                             MostEmergentTfIdf -> mostEmergentTfIdf nth freq foundations export'
 506                             _ -> panic "[ERR][Viz.Phylo.PhyloExport] unknown tagger" ) export labels
 507
 508
 509 ------------------
 510 -- | Dynamics | --
 511 ------------------
 512
 513
 514 toDynamics :: Int -> [PhyloGroup] -> PhyloGroup -> Map Int (Date,Date) -> Double
 515 toDynamics n parents g m =
 516     let prd = g ^. phylo_groupPeriod
 517         end = last' "dynamics" (sort $ map snd $ elems m)
 518     in  if (((snd prd) == (snd $ m ! n)) && (snd prd /= end))
 519             {- decrease -}
 520             then 2
 521         else if ((fst prd) == (fst $ m ! n))
 522             {- emerging -}
 523             then 0
 524         else if isNew
 525             {- emergence -}
 526             then 1
 527         else 3
 528     where
 529         --------------------------------------
 530         isNew :: Bool
 531         isNew = not $ elem n $ concat $ map _phylo_groupNgrams parents
 532
 533
 534 processDynamics :: [PhyloGroup] -> [PhyloGroup]
 535 processDynamics groups =
 536     map (\g ->
 537         let parents = filter (\g' -> (g ^. phylo_groupBranchId == g' ^. phylo_groupBranchId)
 538                                   && ((fst $ g ^. phylo_groupPeriod) > (fst $ g' ^. phylo_groupPeriod))) groups
 539         in  g & phylo_groupMeta %~ insert "dynamics" (map (\n -> toDynamics n parents g mapNgrams) $ g ^. phylo_groupNgrams) ) groups
 540     where
 541         --------------------------------------
 542         mapNgrams :: Map Int (Date,Date)
 543         mapNgrams = map (\dates ->
 544                         let dates' = sort dates
 545                         in (head' "dynamics" dates', last' "dynamics" dates'))
 546                   $ fromListWith (++)
 547                   $ foldl (\acc g -> acc ++ ( map (\n -> (n,[fst $ g ^. phylo_groupPeriod, snd $ g ^. phylo_groupPeriod]))
 548                                             $ (g ^. phylo_groupNgrams))) [] groups
 549
 550
 551 -----------------
 552 -- | horizon | --
 553 -----------------
 554
 555 getGroupThr :: Double -> PhyloGroup -> Double
 556 getGroupThr step g =
 557     let seaLvl = (g ^. phylo_groupMeta) ! "seaLevels"
 558         breaks = (g ^. phylo_groupMeta) ! "breaks"
 559      in (last' "export" (take (round $ (last' "export" breaks) + 1) seaLvl)) - step
 560
 561 toAncestor :: Double -> Map Int Double -> Proximity -> Double -> [PhyloGroup] -> PhyloGroup -> PhyloGroup
 562 toAncestor nbDocs diago proximity step candidates ego =
 563   let curr = ego ^. phylo_groupAncestors
 564    in ego & phylo_groupAncestors .~ (curr ++ (map (\(g,w) -> (getGroupId g,w))
 565          $ filter (\(g,w) -> (w > 0) && (w >= (min (getGroupThr step ego) (getGroupThr step g))))
 566          $ map (\g -> (g, toProximity nbDocs diago proximity (ego ^. phylo_groupNgrams) (g ^. phylo_groupNgrams) (g ^. phylo_groupNgrams)))
 567          $ filter (\g -> g ^. phylo_groupBranchId /= ego ^. phylo_groupBranchId ) candidates))
 568
 569
 570 headsToAncestors :: Double -> Map Int Double -> Proximity -> Double -> [PhyloGroup] -> [PhyloGroup] -> [PhyloGroup]
 571 headsToAncestors nbDocs diago proximity step heads acc =
 572   if (null heads)
 573     then acc
 574     else
 575       let ego    = head' "headsToAncestors" heads
 576           heads' = tail' "headsToAncestors" heads
 577        in headsToAncestors nbDocs diago proximity step heads' (acc ++ [toAncestor nbDocs diago proximity step heads' ego])
 578
 579
 580 toHorizon :: Phylo -> Phylo
 581 toHorizon phylo =
 582   let phyloAncestor = updatePhyloGroups
 583                     level
 584                     (fromList $ map (\g -> (getGroupId g, g))
 585                               $ concat
 586                               $ tracePhyloAncestors newGroups) phylo
 587       reBranched = fromList $ map (\g -> (getGroupId g, g)) $ concat
 588                  $ groupsToBranches $ fromList $ map (\g -> (getGroupId g, g)) $ getGroupsFromLevel level phyloAncestor
 589    in updatePhyloGroups level reBranched phylo
 590   where
 591     -- | 1) for each periods
 592     periods :: [PhyloPeriodId]
 593     periods = getPeriodIds phylo
 594     -- --
 595     level :: Level
 596     level = getLastLevel phylo
 597     -- --
 598     frame :: Int
 599     frame = getTimeFrame $ timeUnit $ getConfig phylo
 600     -- | 2) find ancestors between groups without parents
 601     mapGroups :: [[PhyloGroup]]
 602     mapGroups = map (\prd ->
 603       let groups  = getGroupsFromLevelPeriods level [prd] phylo
 604           childs  = getPreviousChildIds level frame prd periods phylo
 605               -- maybe add a better filter for non isolated  ancestors
 606           heads   = filter (\g -> (not . null) $ (g ^. phylo_groupPeriodChilds))
 607                   $ filter (\g -> null (g ^. phylo_groupPeriodParents) && (notElem (getGroupId g) childs)) groups
 608           noHeads = groups \\ heads
 609           nbDocs  = sum $ elems  $ filterDocs  (phylo ^. phylo_timeDocs) [prd]
 610           diago   = reduceDiagos $ filterDiago (phylo ^. phylo_timeCooc) [prd]
 611           proximity = (phyloProximity $ getConfig phylo)
 612           step = case getSeaElevation phylo of
 613             Constante  _ s -> s
 614             Adaptative _ -> undefined
 615        -- in headsToAncestors nbDocs diago proximity heads groups []
 616        in map (\ego -> toAncestor nbDocs diago proximity step noHeads ego)
 617         $ headsToAncestors nbDocs diago proximity step heads []
 618       ) periods
 619     -- | 3) process this task concurrently
 620     newGroups :: [[PhyloGroup]]
 621     newGroups = mapGroups `using` parList rdeepseq
 622     --------------------------------------
 623
 624 getPreviousChildIds :: Level -> Int -> PhyloPeriodId -> [PhyloPeriodId] -> Phylo -> [PhyloGroupId]
 625 getPreviousChildIds lvl frame curr prds phylo =
 626     concat $ map ((map fst) . _phylo_groupPeriodChilds)
 627            $ getGroupsFromLevelPeriods lvl (getNextPeriods ToParents frame curr prds) phylo
 628
 629 ---------------------
 630 -- | phyloExport | --
 631 ---------------------
 632
 633 toPhyloExport :: Phylo -> DotGraph DotId
 634 toPhyloExport phylo = exportToDot phylo
 635                     $ processFilters (exportFilter $ getConfig phylo) (phyloQuality $ getConfig phylo)
 636                     $ processSort    (exportSort   $ getConfig phylo) (getSeaElevation phylo)
 637                     $ processLabels  (exportLabel  $ getConfig phylo) (getRoots phylo) (_phylo_lastTermFreq phylo)
 638                     $ processMetrics phylo export
 639     where
 640         export :: PhyloExport
 641         export = PhyloExport groups branches
 642         --------------------------------------
 643         branches :: [PhyloBranch]
 644         branches = map (\g ->
 645                       let seaLvl = (g ^. phylo_groupMeta) ! "seaLevels"
 646                           breaks = (g ^. phylo_groupMeta) ! "breaks"
 647                           canonId = take (round $ (last' "export" breaks) + 2) (snd $ g ^. phylo_groupBranchId)
 648                        in PhyloBranch (g ^. phylo_groupBranchId)
 649                                       canonId
 650                                       seaLvl
 651                                       0
 652                                       (last' "export" (take (round $ (last' "export" breaks) + 1) seaLvl))
 653                                       0
 654                                       0
 655                                       "" empty)
 656                   $ map (\gs -> head' "export" gs)
 657                   $ groupBy (\g g' -> g ^. phylo_groupBranchId == g' ^. phylo_groupBranchId)
 658                   $ sortOn (\g -> g ^. phylo_groupBranchId) groups
 659         --------------------------------------
 660         groups :: [PhyloGroup]
 661         groups = traceExportGroups
 662                $ processDynamics
 663                $ getGroupsFromLevel (phyloLevel $ getConfig phylo)
 664                $ tracePhyloInfo phylo
 665                -- $ toHorizon phylo
 666
 667
 668 traceExportBranches :: [PhyloBranch] -> [PhyloBranch]
 669 traceExportBranches branches = trace ("\n"
 670   <> "-- | Export " <> show(length branches) <> " branches") branches
 671
 672 tracePhyloAncestors :: [[PhyloGroup]] -> [[PhyloGroup]]
 673 tracePhyloAncestors groups = trace ( "-- | Found " <> show(length $ concat $ map _phylo_groupAncestors $ concat groups) <> " ancestors") groups
 674
 675 tracePhyloInfo :: Phylo -> Phylo
 676 tracePhyloInfo phylo = trace ("\n"  <> "##########################" <> "\n\n" <> "-- | Phylo with λ = "
 677     <> show(_qua_granularity $ phyloQuality $ getConfig phylo) <> " applied to "
 678     <> show(length $ Vector.toList $ getRoots phylo) <> " foundations"
 679   ) phylo
 680
 681
 682 traceExportGroups :: [PhyloGroup] -> [PhyloGroup]
 683 traceExportGroups groups = trace ("\n" <> "-- | Export "
 684     <> show(length $ nub $ map (\g -> g ^. phylo_groupBranchId) groups) <> " branches, "
 685     <> show(length groups) <> " groups and "
 686     <> show(length $ nub $ concat $ map (\g -> g ^. phylo_groupNgrams) groups) <> " terms"
 687   ) groups
 688