merge done

7cd80ff2 · qlobbe · 58efcc61 · c14f31a5 · 7cd80ff2 · 7cd80ff2
Commit 7cd80ff2 authored Jul 01, 2019 by qlobbe
33 changed files
--- a/bin/gargantext-import/Main.hs
+++ b/bin/gargantext-import/Main.hs
@@ -45,8 +45,11 @@ main = do
  let createUsers :: Cmd ServantErr Int64
      createUsers = insertUsersDemo
  
-  let cmd :: forall m. FlowCmdM DevEnv ServantErr m => m CorpusId
-      cmd = flowCorpusFile (cs user) (cs name) (read limit :: Int) (Unsupervised EN 5 1 Nothing) CsvHalFormat corpusPath
+  let
+    --tt = (Unsupervised EN 5 1 Nothing)
+    tt = (Mono EN)
+    cmd :: forall m. FlowCmdM DevEnv ServantErr m => m CorpusId
+    cmd = flowCorpusFile (cs user) (cs name) (read limit :: Int) tt  CsvHalFormat corpusPath
  {-
  let debatCorpus :: forall m. FlowCmdM DevEnv ServantErr m => m CorpusId
      debatCorpus = do

--- a/devops/debianPkgs
+++ b/devops/debianPkgs
@@ -10,5 +10,9 @@ fi

 sudo apt update
 sudo apt install liblzma-dev libpcre3-dev libblas-dev liblapack-dev pkg-config libgsl-dev libbz2-dev postgresql nginx libpq-dev libigraph0-dev
+
+# Phylo management
+sudo apt install graphviz
+
 sudo apt install postgresql-server-dev-9.6 

--- a/package.yaml
+++ b/package.yaml
@@ -122,6 +122,7 @@ library:
  - http-client
  - http-client-tls
  - http-conduit
+  - http-media
  - http-api-data
  - http-types
  - hsparql

--- a/src/Gargantext/API.hs
+++ b/src/Gargantext/API.hs
@@ -73,11 +73,10 @@ import Gargantext.API.Count  ( CountAPI, count, Query)
 import Gargantext.API.FrontEnd (FrontEndAPI, frontEndServer)
 import Gargantext.API.Ngrams (HasRepo(..), HasRepoSaver(..), saveRepo, TableNgramsApi, apiNgramsTableDoc)
 import Gargantext.API.Node
-import Gargantext.API.Search ( SearchAPI, search, SearchQuery)
+import Gargantext.API.Search (SearchPairsAPI, searchPairs)
 import Gargantext.API.Types
 import qualified Gargantext.API.Corpus.New as New
 import Gargantext.Core.Types (HasInvalidError(..))
-import Gargantext.Database.Facet
 import Gargantext.Database.Schema.Node (HasNodeError(..), NodeError)
 import Gargantext.Database.Tree (HasTreeError(..), TreeError)
 import Gargantext.Database.Types.Node
@@ -263,12 +262,7 @@ type GargAPI' =
                        :> ReqBody '[JSON] Query :> CountAPI
           
           -- Corpus endpoint --> TODO rename s/search/filter/g
-           :<|> "search":> Summary "Search endpoint"
-                        :> ReqBody '[JSON] SearchQuery 
-                        :> QueryParam "offset" Int
-                        :> QueryParam "limit"  Int
-                        :> QueryParam "order"  OrderBy
-                        :> SearchAPI
+           :<|> "search":> Capture "corpus" NodeId :> SearchPairsAPI

           -- TODO move to NodeAPI?
           :<|> "graph" :> Summary "Graph endpoint"
@@ -320,7 +314,7 @@ serverGargAPI -- orchestrator
     :<|> apiNgramsTableDoc
     :<|> nodesAPI
     :<|> count -- TODO: undefined
-     :<|> search
+     :<|> searchPairs -- TODO: move elsewhere
     :<|> graphAPI -- TODO: mock
     :<|> treeAPI
     :<|> New.api

--- a/src/Gargantext/API/FrontEnd.hs
+++ b/src/Gargantext/API/FrontEnd.hs
@@ -18,7 +18,7 @@ Loads all static file for the front-end.
 ---------------------------------------------------------------------
 module Gargantext.API.FrontEnd where

-import           Servant.Static.TH (createApiAndServerDecs)
+import Servant.Static.TH (createApiAndServerDecs)

 ---------------------------------------------------------------------
 $(createApiAndServerDecs "FrontEndAPI" "frontEndServer" "purescript-gargantext/dist")

--- a/src/Gargantext/API/Metrics.hs
+++ b/src/Gargantext/API/Metrics.hs
@@ -33,14 +33,18 @@ import GHC.Generics (Generic)
 import Gargantext.Core.Types (ListType(..))
 import Gargantext.Core.Utils.Prefix (unPrefix)
 import Gargantext.Database.Utils
-import Gargantext.Core.Types (CorpusId)
+import Gargantext.Core.Types (CorpusId, ListId, Limit)
 import Gargantext.Prelude
 import Gargantext.API.Ngrams
+import Gargantext.Text.Metrics (Scored(..))
 import Gargantext.API.Ngrams.NTree
 import Gargantext.Database.Flow
 import Gargantext.Viz.Chart
+import Servant
 import Test.QuickCheck (elements)
 import Test.QuickCheck.Arbitrary (Arbitrary, arbitrary)
+import qualified Data.Map as Map
+import qualified Gargantext.Database.Metrics as Metrics

 data Metrics = Metrics
  { metrics_data :: [Metric]}
@@ -97,6 +101,30 @@ instance Arbitrary MyTree
    arbitrary = MyTree <$> arbitrary <*> arbitrary <*> arbitrary


+-------------------------------------------------------------
+-- | Scatter metrics API
+type ScatterAPI = Summary "SepGen IncExc metrics"
+                :> QueryParam  "list"       ListId
+                :> QueryParamR "ngramsType" TabType
+                :> QueryParam  "limit"      Int
+                :> Get '[JSON] Metrics
+
+getScatter :: FlowCmdM env err m => 
+  CorpusId
+  -> Maybe ListId
+  -> TabType
+  -> Maybe Limit
+  -> m Metrics
+getScatter cId maybeListId tabType maybeLimit = do
+  (ngs', scores) <- Metrics.getMetrics cId maybeListId tabType maybeLimit
+
+  let
+    metrics      = map (\(Scored t s1 s2) -> Metric t (log' 5 s1) (log' 2 s2) (listType t ngs')) scores
+    log' n x     = 1 + (if x <= 0 then 0 else (log $ (10^(n::Int)) * x))
+    listType t m = maybe (panic errorMsg) fst $ Map.lookup t m
+    errorMsg     = "API.Node.metrics: key absent"
+
+  pure $ Metrics metrics




--- a/src/Gargantext/API/Ngrams/Tools.hs
+++ b/src/Gargantext/API/Ngrams/Tools.hs
@@ -49,6 +49,20 @@ getListNgrams nodeIds ngramsType = do

  pure ngrams

+getTermsWith :: (RepoCmdM env err m, Ord a)
+          => (Text -> a ) -> [ListId]
+          -> NgramsType -> ListType
+          -> m (Map a [a])
+getTermsWith f ls ngt lt = Map.fromListWith (<>)
+                      <$> map (toTreeWith f)
+                      <$> Map.toList
+                      <$> Map.filter (\f' -> (fst f') == lt)
+                      <$> mapTermListRoot ls ngt
+  where
+    toTreeWith f'' (t, (_lt, maybeRoot)) = case maybeRoot of
+      Nothing -> (f'' t, [])
+      Just  r -> (f'' r, map f'' [t])
+
 mapTermListRoot :: RepoCmdM env err m
               => [ListId] -> NgramsType
               -> m (Map Text (ListType, (Maybe Text)))
@@ -85,13 +99,19 @@ groupNodesByNgrams syn occs = Map.fromListWith (<>) occs'
 data Diagonal = Diagonal Bool

 getCoocByNgrams :: Diagonal -> Map Text (Set NodeId) -> Map (Text, Text) Int
-getCoocByNgrams (Diagonal diag) m =
+getCoocByNgrams = getCoocByNgrams' identity
+
+
+getCoocByNgrams' :: (Ord a, Ord c) => (b -> Set c) -> Diagonal -> Map a b -> Map (a, a) Int
+getCoocByNgrams' f (Diagonal diag) m =
  Map.fromList [((t1,t2)
                ,maybe 0 Set.size $ Set.intersection
-                                 <$> Map.lookup t1 m
-                                 <*> Map.lookup t2 m
+                                 <$> (fmap f $ Map.lookup t1 m)
+                                 <*> (fmap f $ Map.lookup t2 m)
                ) | (t1,t2) <- case diag of
                                 True   -> [ (x,y) | x <- Map.keys m, y <- Map.keys m, x <= y]
                                 False  -> listToCombi identity (Map.keys m)
               ]

+
+
--- a/src/Gargantext/API/Node.hs
+++ b/src/Gargantext/API/Node.hs
@@ -51,7 +51,7 @@ import GHC.Generics (Generic)
 import Gargantext.API.Metrics
 import Gargantext.API.Ngrams (TabType(..), TableNgramsApi, apiNgramsTableCorpus, QueryParamR, TODO)
 import Gargantext.API.Ngrams.NTree (MyTree)
-import Gargantext.API.Search ( SearchAPI, searchIn, SearchInQuery)
+import Gargantext.API.Search (SearchDocsAPI, searchDocs)
 import Gargantext.API.Types
 import Gargantext.Core.Types (Offset, Limit)
 import Gargantext.Core.Types.Main (Tree, NodeTree, ListType)
@@ -65,7 +65,6 @@ import Gargantext.Database.Types.Node
 import Gargantext.Database.Utils -- (Cmd, CmdM)
 import Gargantext.Prelude
 import Gargantext.Prelude.Utils (hash)
-import Gargantext.Text.Metrics (Scored(..))
 import Gargantext.Viz.Chart
 import Gargantext.Viz.Phylo.API (PhyloAPI, phyloAPI)
 import Servant
@@ -74,8 +73,6 @@ import Servant.Swagger (HasSwagger(toSwagger))
 import Servant.Swagger.Internal
 import Test.QuickCheck (elements)
 import Test.QuickCheck.Arbitrary (Arbitrary, arbitrary)
-import qualified Data.Map as Map
-import qualified Gargantext.Database.Metrics as Metrics
 import qualified Gargantext.Database.Node.Update as U (update, Update(..))

 {-
@@ -133,18 +130,13 @@ type NodeAPI a = Get '[JSON] (Node a)
             :<|> "table"     :> TableApi
             :<|> "ngrams"    :> TableNgramsApi
             :<|> "pairing"   :> PairingApi
-             
+
             :<|> "favorites" :> FavApi
             :<|> "documents" :> DocsApi
-             :<|> "search":> Summary "Node Search"
-                        :> ReqBody '[JSON] SearchInQuery
-                        :> QueryParam "offset" Int
-                        :> QueryParam "limit"  Int
-                        :> QueryParam "order"  OrderBy
-                        :> SearchAPI
+             :<|> "search"    :> SearchDocsAPI

             -- VIZ
-             :<|> "metrics" :> MetricsAPI
+             :<|> "metrics" :> ScatterAPI
             :<|> "chart"     :> ChartApi
             :<|> "pie"       :> PieApi
             :<|> "tree"      :> TreeApi
@@ -185,9 +177,8 @@ nodeAPI p uId id
           
           :<|> favApi   id
           :<|> delDocs  id
-           :<|> searchIn id
-           
-           :<|> getMetrics id
+           :<|> searchDocs id
+           :<|> getScatter id
           :<|> getChart id
           :<|> getPie   id
           :<|> getTree  id
@@ -375,27 +366,6 @@ putNode = undefined -- TODO
 query :: Monad m => Text -> m Text
 query s = pure s

-
-------------------------------------------------------------
-type MetricsAPI = Summary "SepGen IncExc metrics"
-                :> QueryParam  "list"       ListId
-                :> QueryParamR "ngramsType" TabType
-                :> QueryParam  "limit"      Int
-                :> Get '[JSON] Metrics
-
-getMetrics :: NodeId -> GargServer MetricsAPI
-getMetrics cId maybeListId tabType maybeLimit = do
-  (ngs', scores) <- Metrics.getMetrics' cId maybeListId tabType maybeLimit
-
-  let
-    metrics      = map (\(Scored t s1 s2) -> Metric t (log' 5 s1) (log' 2 s2) (listType t ngs')) scores
-    log' n x     = 1 + (if x <= 0 then 0 else (log $ (10^(n::Int)) * x))
-    listType t m = maybe (panic errorMsg) fst $ Map.lookup t m
-    errorMsg     = "API.Node.metrics: key absent"
-
-  pure $ Metrics metrics
-
-
 -------------------------------------------------------------
 type Hash = Text
 data FileType = CSV | PresseRIS

--- a/src/Gargantext/API/Search.hs
+++ b/src/Gargantext/API/Search.hs
@@ -33,54 +33,50 @@ import Servant
 import Test.QuickCheck.Arbitrary
 import Test.QuickCheck (elements)
 -- import Control.Applicative ((<*>))
+import Gargantext.API.Types (GargServer)
 import Gargantext.Prelude
 import Gargantext.Core.Utils.Prefix (unPrefix)
-import Gargantext.Core.Types.Main (Offset, Limit)
 import Gargantext.Database.Types.Node
 import Gargantext.Database.TextSearch
 import Gargantext.Database.Facet
-import Gargantext.Database.Utils (Cmd)

 -----------------------------------------------------------------------
-- | SearchIn [NodesId] if empty then global search
-- TODO [Int]
-data SearchQuery = SearchQuery { sq_query :: [Text]
-                               , sq_corpus_id :: NodeId
-                               } deriving (Generic)
+data SearchQuery = SearchQuery
+  { sq_query :: [Text]
+  } deriving (Generic)
+
 $(deriveJSON (unPrefix "sq_") ''SearchQuery)
+
 instance ToSchema SearchQuery where
  declareNamedSchema =
    genericDeclareNamedSchema
-      defaultSchemaOptions {fieldLabelModifier = \fieldLabel -> drop 3 fieldLabel}
+      defaultSchemaOptions {fieldLabelModifier = drop 3}

 instance Arbitrary SearchQuery where
-  arbitrary = elements [SearchQuery ["electrodes"] 472764]
-
--
+  arbitrary = elements [SearchQuery ["electrodes"]]

-data SearchInQuery = SearchInQuery { siq_query :: [Text]
-                               } deriving (Generic)
-$(deriveJSON (unPrefix "siq_") ''SearchInQuery)
-instance ToSchema SearchInQuery where
-  declareNamedSchema =
-    genericDeclareNamedSchema
-      defaultSchemaOptions {fieldLabelModifier = \fieldLabel -> drop 4 fieldLabel}
+-----------------------------------------------------------------------

-instance Arbitrary SearchInQuery where
-  arbitrary = SearchInQuery <$> arbitrary
+data SearchDocResults = SearchDocResults { sdr_results :: [FacetDoc]}
+  deriving (Generic)
+$(deriveJSON (unPrefix "sdr_") ''SearchDocResults)

+instance Arbitrary SearchDocResults where
+  arbitrary = SearchDocResults <$> arbitrary

-----------------------------------------------------------------------
+instance ToSchema SearchDocResults where
+  declareNamedSchema =
+    genericDeclareNamedSchema
+      defaultSchemaOptions {fieldLabelModifier = drop 4}

-data SearchResults = SearchResults' { srs_resultsP :: [FacetDoc]}
-                   | SearchResults  { srs_results :: [FacetPaired Int UTCTime HyperdataDocument Int [Pair Int Text]]}
+data SearchPairedResults = SearchPairedResults { spr_results :: [FacetPaired Int UTCTime HyperdataDocument Int [Pair Int Text]] }
  deriving (Generic)
-$(deriveJSON (unPrefix "srs_") ''SearchResults)
+$(deriveJSON (unPrefix "spr_") ''SearchPairedResults)

-instance Arbitrary SearchResults where
-  arbitrary = SearchResults <$> arbitrary
+instance Arbitrary SearchPairedResults where
+  arbitrary = SearchPairedResults <$> arbitrary

-instance ToSchema SearchResults where
+instance ToSchema SearchPairedResults where
  declareNamedSchema =
    genericDeclareNamedSchema
      defaultSchemaOptions {fieldLabelModifier = \fieldLabel -> drop 4 fieldLabel}
@@ -88,16 +84,25 @@ instance ToSchema SearchResults where
 -----------------------------------------------------------------------
 -- TODO-ACCESS: CanSearch? or is it part of CanGetNode
 -- TODO-EVENTS: No event, this is a read-only query.
-type SearchAPI = Post '[JSON] SearchResults
+type SearchAPI results
+  = Summary "Search endpoint"
+ :> ReqBody '[JSON] SearchQuery
+ :> QueryParam "offset" Int
+ :> QueryParam "limit"  Int
+ :> QueryParam "order"  OrderBy
+ :> Post '[JSON] results
+
+type SearchDocsAPI  = SearchAPI SearchDocResults
+type SearchPairsAPI = SearchAPI SearchPairedResults
 -----------------------------------------------------------------------

-search :: SearchQuery -> Maybe Offset -> Maybe Limit -> Maybe OrderBy -> Cmd err SearchResults
-search (SearchQuery q pId) o l order =
-  SearchResults <$> searchInCorpusWithContacts pId q o l order
+searchPairs :: NodeId -> GargServer SearchPairsAPI
+searchPairs pId (SearchQuery q) o l order =
+  SearchPairedResults <$> searchInCorpusWithContacts pId q o l order

-searchIn :: NodeId -> SearchInQuery -> Maybe Offset -> Maybe Limit -> Maybe OrderBy -> Cmd err SearchResults
-searchIn nId (SearchInQuery q ) o l order =
-  SearchResults' <$> searchInCorpus nId q o l order
+searchDocs :: NodeId -> GargServer SearchDocsAPI
+searchDocs nId (SearchQuery q) o l order =
+  SearchDocResults <$> searchInCorpus nId q o l order
  --SearchResults <$> searchInCorpusWithContacts nId q o l order


--- a/src/Gargantext/Database/Config.hs
+++ b/src/Gargantext/Database/Config.hs
@@ -57,6 +57,7 @@ nodeTypeId n =
 ----  Scores
 --    NodeOccurrences -> 10
    NodeGraph       -> 9
+    NodePhylo       -> 90
    NodeDashboard   -> 7
    NodeChart       -> 51


--- a/src/Gargantext/Database/Facet.hs
+++ b/src/Gargantext/Database/Facet.hs
@@ -68,6 +68,7 @@ import qualified Opaleye.Internal.Unpackspec()
 type Favorite = Bool
 type Title    = Text

+-- TODO remove Title
 type FacetDoc = Facet NodeId UTCTime Title HyperdataDocument Favorite Int
 type FacetSources = FacetDoc
 type FacetAuthors = FacetDoc

--- a/src/Gargantext/Database/Flow.hs
+++ b/src/Gargantext/Database/Flow.hs
@@ -52,7 +52,7 @@ import Gargantext.Database.Node.Contact -- (HyperdataContact(..), ContactWho(..)
 import Gargantext.Database.Node.Document.Insert -- (insertDocuments, ReturnId(..), addUniqIdsDoc, addUniqIdsContact, ToDbData(..))
 import Gargantext.Database.Root (getRoot)
 import Gargantext.Database.Schema.Ngrams -- (insertNgrams, Ngrams(..), NgramsIndexed(..), indexNgrams,  NgramsType(..), text2ngrams, ngramsTypeId)
-import Gargantext.Database.Schema.Node -- (mkRoot, mkCorpus, getOrMkList, mkGraph, mkDashboard, mkAnnuaire, getCorporaWithParentId, HasNodeError, NodeError(..), nodeError)
+import Gargantext.Database.Schema.Node -- (mkRoot, mkCorpus, getOrMkList, mkGraph, mkPhylo, mkDashboard, mkAnnuaire, getCorporaWithParentId, HasNodeError, NodeError(..), nodeError)
 import Gargantext.Database.Schema.User (getUser, UserLight(..))
 import Gargantext.Database.TextSearch (searchInDatabase)
 import Gargantext.Database.Types.Node -- (HyperdataDocument(..), NodeType(..), NodeId, UserId, ListId, CorpusId, RootId, MasterCorpusId, MasterUserId)
@@ -190,6 +190,7 @@ flowCorpusUser l userName corpusName ctype ids = do
  printDebug "userListId" userListId
  -- User Graph Flow
  _ <- mkGraph  userCorpusId userId
+  _ <- mkPhylo  userCorpusId userId
  --}

  -- User Dashboard Flow
@@ -217,8 +218,14 @@ insertMasterDocs c lang hs  =  do
    fixLang (Unsupervised l n s m) = Unsupervised l n s m'
      where
        m' = case m of
-          Nothing -> trace ("buildTries here" :: String) $ Just $ buildTries n (fmap toToken $ uniText $ Text.intercalate " " $ List.concat $ map hasText documentsWithId)
-          m'' -> m''
+          Nothing -> trace ("buildTries here" :: String)
+                  $ Just
+                  $ buildTries n ( fmap toToken $ uniText
+                                                $ Text.intercalate " . "
+                                                $ List.concat
+                                                $ map hasText documentsWithId
+                                 )
+          just_m -> just_m
    fixLang l = l

    lang' = fixLang lang

--- a/src/Gargantext/Database/Lists.hs
+++ b/src/Gargantext/Database/Lists.hs
@@ -39,7 +39,7 @@ import qualified Gargantext.Database.Metrics as Metrics
 {-
 trainModel :: FlowCmdM env ServantErr m
             => Username -> m Score
-trainMode u = do
+trainModel u = do
  rootId <- _node_id <$> getRoot u
  (id:ids)   <- getCorporaWithParentId rootId
  (s,_model) <- case length ids >0 of
@@ -48,11 +48,11 @@ trainMode u = do
  --}


-getMetrics :: FlowCmdM env err m
+getMetrics' :: FlowCmdM env err m
             => CorpusId -> Maybe ListId -> TabType -> Maybe Int
             -> m (Map.Map ListType [Vec.Vector Double])
-getMetrics cId maybeListId tabType maybeLimit = do
-  (ngs', scores) <- Metrics.getMetrics' cId maybeListId tabType maybeLimit
+getMetrics' cId maybeListId tabType maybeLimit = do
+  (ngs', scores) <- Metrics.getMetrics cId maybeListId tabType maybeLimit

  let
    metrics      = map (\(Scored t s1 s2) -> (listType t ngs', [Vec.fromList [s1,s2]])) scores

--- a/src/Gargantext/Database/Metrics.hs
+++ b/src/Gargantext/Database/Metrics.hs
@@ -24,26 +24,27 @@ import Gargantext.API.Ngrams (TabType(..), ngramsTypeFromTabType)
 import Gargantext.API.Ngrams.Tools (filterListWithRoot, groupNodesByNgrams, Diagonal(..), getCoocByNgrams, mapTermListRoot, RootTerm)
 import Gargantext.Core.Types (ListType(..), Limit, NodeType(..))
 import Gargantext.Database.Flow (FlowCmdM)
-import Gargantext.Database.Metrics.NgramsByNode (getNodesByNgramsOnlyUser, getTficfWith)
+import Gargantext.Database.Metrics.NgramsByNode (getNodesByNgramsOnlyUser{-, getTficfWith-})
 import Gargantext.Database.Node.Select
 import Gargantext.Database.Schema.Node (defaultList)
-import Gargantext.Database.Types.Node (ListId, CorpusId, HyperdataCorpus)
-import Gargantext.Database.Flow (getOrMkRootWithCorpus)
+import Gargantext.Database.Types.Node (ListId, CorpusId{-, HyperdataCorpus-})
+--import Gargantext.Database.Flow (getOrMkRootWithCorpus)
 import Gargantext.Database.Config (userMaster)
 import Gargantext.Prelude
-import Gargantext.Text.Metrics (scored, Scored(..), localMetrics, toScored)
+import Gargantext.Text.Metrics (scored, Scored(..), {-localMetrics, toScored-})
 import qualified Data.Map    as Map
-import qualified Data.Vector.Storable as Vec
+--import qualified Data.Vector.Storable as Vec


-getMetrics' :: FlowCmdM env err m
+getMetrics :: FlowCmdM env err m
            => CorpusId -> Maybe ListId -> TabType -> Maybe Limit
            -> m (Map Text (ListType, Maybe Text), [Scored Text])
-getMetrics' cId maybeListId tabType maybeLimit = do
-  (ngs, _, myCooc) <- getNgramsCooc cId maybeListId tabType maybeLimit 
+getMetrics cId maybeListId tabType maybeLimit = do
+  (ngs, _, myCooc) <- getNgramsCooc cId maybeListId tabType maybeLimit
  pure (ngs, scored myCooc)


+{- | TODO remove unused function
 getMetrics :: FlowCmdM env err m
            => CorpusId -> Maybe ListId -> TabType -> Maybe Limit
            -> m (Map Text (ListType, Maybe Text), [Scored Text])
@@ -59,7 +60,6 @@ getMetrics cId maybeListId tabType maybeLimit = do

  pure (ngs , toScored [metrics, Map.fromList $ map (\(a,b) -> (a, Vec.fromList [fst b])) $ Map.toList metrics'])

-
 getLocalMetrics  :: (FlowCmdM env err m)
            => CorpusId -> Maybe ListId -> TabType -> Maybe Limit
          -> m ( Map Text (ListType, Maybe Text)
@@ -69,6 +69,7 @@ getLocalMetrics  :: (FlowCmdM env err m)
 getLocalMetrics cId maybeListId tabType maybeLimit = do
  (ngs, ngs', myCooc) <- getNgramsCooc cId maybeListId tabType maybeLimit 
  pure (ngs, ngs', localMetrics myCooc)
+-}


 getNgramsCooc :: (FlowCmdM env err m)

--- a/src/Gargantext/Database/Schema/Node.hs
+++ b/src/Gargantext/Database/Schema/Node.hs
@@ -103,6 +103,10 @@ instance FromField HyperdataGraph
  where
    fromField = fromField'

+instance FromField HyperdataPhylo
+  where
+    fromField = fromField'
+
 instance FromField HyperdataAnnuaire
  where
    fromField = fromField'
@@ -143,6 +147,10 @@ instance QueryRunnerColumnDefault PGJsonb HyperdataGraph
  where
    queryRunnerColumnDefault = fieldQueryRunnerColumn

+instance QueryRunnerColumnDefault PGJsonb HyperdataPhylo
+  where
+    queryRunnerColumnDefault = fieldQueryRunnerColumn
+
 instance QueryRunnerColumnDefault PGJsonb HyperdataAnnuaire
  where
    queryRunnerColumnDefault = fieldQueryRunnerColumn
@@ -452,6 +460,17 @@ nodeGraphW maybeName maybeGraph pId = node NodeGraph name graph (Just pId)
    name = maybe "Graph" identity maybeName
    graph = maybe arbitraryGraph identity maybeGraph

+------------------------------------------------------------------------
+arbitraryPhylo :: HyperdataPhylo
+arbitraryPhylo = HyperdataPhylo (Just "Preferences")
+
+nodePhyloW :: Maybe Name -> Maybe HyperdataPhylo -> ParentId -> UserId -> NodeWrite
+nodePhyloW maybeName maybePhylo pId = node NodePhylo name graph (Just pId)
+  where
+    name = maybe "Phylo" identity maybeName
+    graph = maybe arbitraryPhylo identity maybePhylo
+
+
 ------------------------------------------------------------------------

 arbitraryDashboard :: HyperdataDashboard
@@ -603,6 +622,9 @@ mkGraph p u = insertNodesR [nodeGraphW Nothing Nothing p u]
 mkDashboard :: ParentId -> UserId -> Cmd err [NodeId]
 mkDashboard p u = insertNodesR [nodeDashboardW Nothing Nothing p u]

+mkPhylo :: ParentId -> UserId -> Cmd err [NodeId]
+mkPhylo p u = insertNodesR [nodePhyloW Nothing Nothing p u]
+
 -- | Default CorpusId Master and ListId Master

 pgNodeId :: NodeId -> Column PGInt4

--- a/src/Gargantext/Database/Schema/NodeNode.hs
+++ b/src/Gargantext/Database/Schema/NodeNode.hs
@@ -149,6 +149,19 @@ queryDocs cId = proc () -> do
  returnA -< view (node_hyperdata) n


+selectDocNodes :: CorpusId -> Cmd err [NodeDocument]
+selectDocNodes cId = runOpaQuery (queryDocNodes cId)
+
+queryDocNodes :: CorpusId -> O.Query NodeRead
+queryDocNodes cId = proc () -> do
+  (n, nn) <- joinInCorpus -< ()
+  restrict -< ( nn_node1_id nn)  .== (toNullable $ pgNodeId cId)
+  restrict -< ( nn_delete nn)    .== (toNullable $ pgBool False)
+  restrict -< (_node_typename n) .== (pgInt4 $ nodeTypeId NodeDocument)
+  returnA -<  n
+
+
+
 joinInCorpus :: O.Query (NodeRead, NodeNodeReadNull)
 joinInCorpus = leftJoin queryNodeTable queryNodeNodeTable cond
  where

--- a/src/Gargantext/Database/Schema/schema.sql
+++ b/src/Gargantext/Database/Schema/schema.sql
@@ -145,6 +145,7 @@ CREATE INDEX        ON public.nodes_nodes  USING btree (node1_id, node2_id, dele
 CREATE UNIQUE INDEX ON public.nodes_nodes  USING btree (node1_id, node2_id);

 CREATE UNIQUE INDEX ON public.node_node_ngrams USING btree (node1_id, node2_id, ngrams_id, ngrams_type);
+create INDEX on public.node_node_ngrams USING btree (node1_id, node2_id);

 -- TRIGGERS
 -- TODO user haskell-postgresql-simple to create this function

--- a/src/Gargantext/Database/Tree.hs
+++ b/src/Gargantext/Database/Tree.hs
@@ -98,7 +98,7 @@ dbTree rootId = map (\(nId, tId, pId, n) -> DbTreeNode nId tId pId n) <$> runPGS
        FROM nodes AS c
        
        INNER JOIN tree AS s ON c.parent_id = s.id
-        WHERE c.typename IN (2,3,30,31,7,9)
+        WHERE c.typename IN (2,3,30,31,7,9,90)
      )
  SELECT * from tree;
  |] (Only rootId)

--- a/src/Gargantext/Database/Types/Node.hs
+++ b/src/Gargantext/Database/Types/Node.hs
@@ -379,6 +379,7 @@ data HyperdataGraph = HyperdataGraph { hyperdataGraph_preferences   :: !(Maybe T
 $(deriveJSON (unPrefix "hyperdataGraph_") ''HyperdataGraph)

 instance Hyperdata HyperdataGraph
+
 ------------------------------------------------------------------------

 -- TODO add the Graph Structure here
@@ -429,7 +430,7 @@ data NodeType = NodeUser
              | NodeFolder
              | NodeCorpus     | NodeCorpusV3 | NodeDocument
              | NodeAnnuaire   | NodeContact
-              | NodeGraph
+              | NodeGraph      | NodePhylo
              | NodeDashboard  | NodeChart
              | NodeList       | NodeListModel deriving (Show, Read, Eq, Generic, Bounded, Enum)


--- a/src/Gargantext/Text/List.hs
+++ b/src/Gargantext/Text/List.hs
@@ -16,16 +16,20 @@ Portability : POSIX
 module Gargantext.Text.List
  where

+import Data.Either (partitionEithers, Either(..))
+import Debug.Trace (trace)
 import Data.Map (Map)
 import Data.Set (Set)
 import Data.Text (Text)
 import Gargantext.API.Ngrams (NgramsElement, mkNgramsElement, RootParent(..), mSetFromList)
+import Gargantext.API.Ngrams.Tools (getCoocByNgrams', Diagonal(..))
 import Gargantext.Core (Lang(..))
-import Gargantext.Core.Types (ListType(..), MasterCorpusId, UserCorpusId)
+import Gargantext.Core.Types (ListType(..), MasterCorpusId, UserCorpusId, NodeId)
 import Gargantext.Database.Metrics.NgramsByNode (getTficf', sortTficf, ngramsGroup, getNodesByNgramsUser, groupNodesByNgramsWith)
 import Gargantext.Database.Schema.Ngrams (NgramsType(..))
 import Gargantext.Database.Utils (Cmd)
 import Gargantext.Text.List.Learn (Model(..))
+import Gargantext.Text.Metrics (takeScored)
 import Gargantext.Prelude
 --import Gargantext.Text.Terms (TermType(..))
 import qualified Data.Char as Char
@@ -41,7 +45,13 @@ data NgramsListBuilder = BuilderStepO { stemSize :: Int
                                      }
                       | BuilderStep1 { withModel :: Model }
                       | BuilderStepN { withModel :: Model }
-
+                       | Tficf { nlb_lang :: Lang
+                               , nlb_group1 :: Int
+                               , nlb_group2 :: Int
+                               , nlb_stopSize :: StopSize
+                               , nlb_userCorpusId :: UserCorpusId
+                               , nlb_masterCorpusId :: MasterCorpusId
+                               }


 data StopSize = StopSize {unStopSize :: Int}
@@ -51,6 +61,7 @@ buildNgramsLists :: Lang -> Int -> Int -> StopSize -> UserCorpusId -> MasterCorp
                 -> Cmd err (Map NgramsType [NgramsElement])
 buildNgramsLists l n m s uCid mCid = do
  ngTerms     <- buildNgramsTermsList l n m s uCid mCid
+  --ngTerms     <- buildNgramsTermsList' uCid (ngramsGroup l n m) (isStopTerm s . fst) 550 300
  othersTerms <- mapM (buildNgramsOthersList uCid identity) [Authors, Sources, Institutes]
  pure $ Map.unions $ othersTerms <> [ngTerms]

@@ -70,11 +81,54 @@ buildNgramsOthersList uCid groupIt nt = do
                        )
                      ]

+--{-
+buildNgramsTermsList' :: UserCorpusId
+                      -> (Text -> Text)
+                      -> ((Text, (Set Text, Set NodeId)) -> Bool) -> Int -> Int
+                      -> Cmd err (Map NgramsType [NgramsElement])
+--}
+buildNgramsTermsList' uCid groupIt stop gls is = do
+  ngs <- groupNodesByNgramsWith groupIt <$> getNodesByNgramsUser uCid NgramsTerms
+  
+  let
+    (stops, candidates) = partitionEithers
+                          $ map (\t -> if stop t then Left t else Right t)
+                          $ Map.toList
+                          $ Map.filter ((\s' -> Set.size s' > 1) . snd) ngs
+
+    (maps, candidates') = takeScored gls is
+                        $ getCoocByNgrams' snd (Diagonal True)
+                        $ Map.fromList candidates
+
+
+    toList' t = (fst t, (fromIntegral $ Set.size $ snd $ snd t, fst $ snd t))
+
+    (s,c,m) = (stops
+       , List.filter (\(k,_) -> List.elem k candidates') candidates
+       , List.filter (\(k,_) -> List.elem k maps) candidates
+       )
+
+  let ngs' = List.concat
+          $ map toNgramsElement
+          $ map (\t -> (StopTerm, toList' t)) s
+         <> map (\t -> (CandidateTerm, toList' t)) c
+         <> map (\t -> (GraphTerm, toList' t)) m
+
+  pure $ Map.fromList [(NgramsTerms, ngs')]
+
+
 buildNgramsTermsList :: Lang -> Int -> Int -> StopSize -> UserCorpusId -> MasterCorpusId
                     -> Cmd err (Map NgramsType [NgramsElement])
 buildNgramsTermsList l n m s uCid mCid = do
  candidates   <- sortTficf <$> getTficf' uCid mCid NgramsTerms (ngramsGroup l n m)
-  let termList = toTermList ((isStopTerm s) . fst) candidates
+  let
+    candidatesSize = 2000
+    a = 500
+    b = 500
+    candidatesHead = List.take candidatesSize candidates
+    candidatesTail = List.drop candidatesSize candidates
+    termList = (toTermList a b ((isStopTerm s) . fst) candidatesHead)
+             <> (map (toList ((isStopTerm s) .fst) CandidateTerm) candidatesTail)
  let ngs = List.concat $ map toNgramsElement termList

  pure $ Map.fromList [(NgramsTerms, ngs)]
@@ -95,24 +149,26 @@ toNgramsElement (listType, (_stem, (_score, setNgrams))) =
                                                   (mSetFromList [])
                            ) children

-- TODO remove hard coded parameters
-toTermList :: (a -> Bool) -> [a] -> [(ListType, a)]
-toTermList stop ns =  map (toTermList' stop CandidateTerm) xs
-                   <> map (toTermList' stop GraphTerm)     ys
-                   <> map (toTermList' stop CandidateTerm) zs
-    where
-      toTermList' stop' l n = case stop' n of
-          True  -> (StopTerm, n)
-          False -> (l, n)

-      -- TODO use % of size of list
-      -- TODO user ML
+toList :: (b -> Bool) -> ListType -> b -> (ListType, b)
+toList stop l n = case stop n of
+    True  -> (StopTerm, n)
+    False -> (l, n)
+
+
+toTermList :: Int -> Int -> (a -> Bool) -> [a] -> [(ListType, a)]
+toTermList _ _ _ [] = []
+toTermList a b stop ns =  trace ("computing toTermList") $
+                      map (toList stop CandidateTerm) xs
+                   <> map (toList stop GraphTerm)     ys
+                   <> toTermList a b stop zs
+    where
      xs = take a ns
-      ys = take b $ drop a ns
-      zs = drop b $ drop a ns
+      ta = drop a ns
+      
+      ys = take b ta
+      zs = drop b ta

-      a = 3
-      b = 500

 isStopTerm :: StopSize -> Text -> Bool
 isStopTerm (StopSize n) x = Text.length x < n || any isStopChar (Text.unpack x)

--- a/src/Gargantext/Text/Metrics.hs
+++ b/src/Gargantext/Text/Metrics.hs
@@ -22,7 +22,7 @@ module Gargantext.Text.Metrics
 --import Math.KMeans (kmeans, euclidSq, elements)

 --import GHC.Float (exp)
-
+import Data.Tuple.Extra (both)
 import Data.Map (Map)
 import Data.List.Extra (sortOn)
 import GHC.Real (round)
@@ -40,21 +40,22 @@ import qualified Data.Vector.Storable as Vec
 type GraphListSize = Int
 type InclusionSize = Int

-toScored :: Ord t => [Map t (Vec.Vector Double)] -> [Scored t] 
-toScored = map2scored
+{-
+toScored' :: Ord t => [Map t (Vec.Vector Double)] -> [Scored t] 
+toScored' = map2scored
         . (pcaReduceTo (Dimension 2))
         . (Map.filter (\v -> Vec.length v > 1))
         . (Map.unionsWith (<>))
-
+-}

 scored :: Ord t => Map (t,t) Int -> [Scored t]
 scored = map2scored . (pcaReduceTo (Dimension 2)) . scored2map
+  where
+    scored2map :: Ord t => Map (t,t) Int -> Map t (Vec.Vector Double)
+    scored2map m = Map.fromList $ map (\(Scored t i s) -> (t, Vec.fromList [i,s])) $ scored' m

-scored2map :: Ord t => Map (t,t) Int -> Map t (Vec.Vector Double)
-scored2map m = Map.fromList $ map (\(Scored t i s) -> (t, Vec.fromList [i,s])) $ scored' m
-
-map2scored :: Ord t => Map t (Vec.Vector Double) -> [Scored t]
-map2scored = map (\(t, ds) -> Scored t (Vec.head ds) (Vec.last ds)) . Map.toList
+    map2scored :: Ord t => Map t (Vec.Vector Double) -> [Scored t]
+    map2scored = map (\(t, ds) -> Scored t (Vec.head ds) (Vec.last ds)) . Map.toList

 -- TODO change type with (x,y)
 data Scored ts = Scored
@@ -63,8 +64,8 @@ data Scored ts = Scored
  , _scored_speGen :: !SpecificityGenericity
  } deriving (Show)

-localMetrics :: Ord t => Map (t,t) Int -> Map t (Vec.Vector Double)
-localMetrics m = Map.fromList $ zipWith (\(_,t) (inc,spe) -> (t, Vec.fromList [inc,spe]))
+localMetrics' :: Ord t => Map (t,t) Int -> Map t (Vec.Vector Double)
+localMetrics' m = Map.fromList $ zipWith (\(_,t) (inc,spe) -> (t, Vec.fromList [inc,spe]))
                                       (Map.toList fi)
                                       scores
  where
@@ -88,8 +89,8 @@ scored' m = zipWith (\(_,t) (inc,spe) -> Scored t (inc) (spe)) (Map.toList fi) s
             $ DAA.zip (DAA.use is) (DAA.use ss)


-takeScored :: Ord t => GraphListSize -> InclusionSize -> Map (t,t) Int -> [t]
-takeScored listSize incSize = map _scored_terms
+takeScored :: Ord t => GraphListSize -> InclusionSize -> Map (t,t) Int -> ([t],[t])
+takeScored listSize incSize = both (map _scored_terms)
                            . linearTakes listSize incSize _scored_speGen
                                                           _scored_incExc
                            . scored
@@ -100,8 +101,8 @@ takeScored listSize incSize = map _scored_terms
 -- [(3,8),(6,5)]
 linearTakes :: (Ord b1, Ord b2)
            => GraphListSize -> InclusionSize
-            -> (a -> b2) -> (a -> b1) -> [a] -> [a]
-linearTakes gls incSize speGen incExc = take gls
+            -> (a -> b2) -> (a -> b1) -> [a] -> ([a],[a])
+linearTakes gls incSize speGen incExc = (List.splitAt gls)
                      . List.concat
                      . map (take $ round
                                  $ (fromIntegral gls     :: Double)

--- a/src/Gargantext/Text/Parsers/IsidoreApi.hs
+++ b/src/Gargantext/Text/Parsers/IsidoreApi.hs
@@ -78,8 +78,8 @@ isidoreToDoc l (IsidoreDoc t a d u s as) = do
                 Nothing
                 Nothing
                 (Just $ cleanText $ langText t)
-                 Nothing
                 (creator2text <$> as)
+                 Nothing
                 (_sourceName <$> s)
                 (cleanText <$> langText    <$> a)
                 (fmap (Text.pack . show) utcTime)

--- a/src/Gargantext/Text/Terms.hs
+++ b/src/Gargantext/Text/Terms.hs
@@ -83,8 +83,6 @@ extractTerms (Unsupervised l n s m) xs = mapM (terms (Unsupervised l n s (Just m

 extractTerms termTypeLang xs = mapM (terms termTypeLang) xs

-
-
 ------------------------------------------------------------------------
 -- | Terms from Text
 -- Mono : mono terms
@@ -132,8 +130,10 @@ newTries :: Int -> Text -> Tries Token ()
 newTries n t = buildTries n (fmap toToken $ uniText t)

 uniText :: Text -> [[Text]]
-uniText = map (List.filter (not . isPunctuation))
+uniText = 
+ --  map (map (Text.toLower))
+         map (List.filter (not . isPunctuation))
        . map tokenize
        . sentences   -- | TODO get sentences according to lang
-
+        . Text.toLower

--- a/src/Gargantext/Viz/Graph.hs
+++ b/src/Gargantext/Viz/Graph.hs
@@ -25,6 +25,7 @@ import Data.Text (Text, pack)
 import GHC.Generics (Generic)
 import GHC.IO (FilePath)
 import Gargantext.Core.Utils.Prefix (unPrefix)
+import Gargantext.Core.Types (ListId)
 import Gargantext.Database.Types.Node (NodeId)
 import Gargantext.Prelude
 import Test.QuickCheck (elements)
@@ -91,6 +92,7 @@ makeLenses ''LegendField
 data GraphMetadata = GraphMetadata { _gm_title    :: Text   -- title of the graph
                                   , _gm_corpusId :: [NodeId]  -- we can map with different corpus
                                   , _gm_legend :: [LegendField] -- legend of the Graph
+                                   , _gm_listId :: ListId
                                   }
  deriving (Show, Generic)
 $(deriveJSON (unPrefix "_gm_") ''GraphMetadata)

--- a/src/Gargantext/Viz/Graph/API.hs
+++ b/src/Gargantext/Viz/Graph/API.hs
@@ -60,15 +60,17 @@ getGraph :: NodeId -> GargServer (Get '[JSON] Graph)
 getGraph nId = do
  nodeGraph <- getNode nId HyperdataGraph

+  let cId = maybe (panic "no parentId") identity $ _node_parentId nodeGraph
+  lId  <- defaultList cId
+  
  let metadata = GraphMetadata "Title" [maybe 0 identity $ _node_parentId nodeGraph]
                                     [ LegendField 1 "#FFF" "Cluster"
                                     , LegendField 2 "#FFF" "Cluster"
                                     ]
+                                lId
                         -- (map (\n -> LegendField n "#FFFFFF" (pack $ show n)) [1..10])
-  let cId = maybe (panic "no parentId") identity $ _node_parentId nodeGraph
  
  lIds <- selectNodesWithUsername NodeList userMaster
-  lId  <- defaultList cId
  ngs  <- filterListWithRoot GraphTerm <$> mapTermListRoot [lId] NgramsTerms

  myCooc <- Map.filter (>1) <$> getCoocByNgrams (Diagonal False)

--- a/src/Gargantext/Viz/Phylo/API.hs
+++ b/src/Gargantext/Viz/Phylo/API.hs
@@ -9,10 +9,8 @@ Portability : POSIX

 -}

-
 {-# OPTIONS_GHC -fno-warn-orphans #-}

-
 {-# LANGUAGE RankNTypes         #-}
 {-# LANGUAGE DataKinds          #-}
 {-# LANGUAGE NoImplicitPrelude  #-}
@@ -20,11 +18,14 @@ Portability : POSIX
 {-# LANGUAGE OverloadedLists    #-}   -- allows to write Map and HashMap as lists
 {-# LANGUAGE TypeOperators      #-}
 {-# LANGUAGE FlexibleInstances  #-}
+{-# LANGUAGE MultiParamTypeClasses #-}

 module Gargantext.Viz.Phylo.API
  where

 --import Control.Monad.Reader (ask)
+import qualified Data.ByteString as DB
+import qualified Data.ByteString.Lazy.Char8 as DBL (pack)
 import Data.Text (Text)
 import Data.Map  (empty)
 import Data.Swagger
@@ -32,16 +33,19 @@ import Gargantext.API.Types
 import Gargantext.Database.Types.Node (PhyloId, ListId, CorpusId)
 import Gargantext.Prelude
 import Gargantext.Viz.Phylo
+import Gargantext.Viz.Phylo.Main
 import Gargantext.Viz.Phylo.Aggregates
 import Gargantext.Viz.Phylo.Example
 import Gargantext.Viz.Phylo.Tools
-import Gargantext.Viz.Phylo.View.ViewMaker
+--import Gargantext.Viz.Phylo.View.ViewMaker
 import Gargantext.Viz.Phylo.LevelMaker
 import Servant
 import Servant.Job.Utils (swaggerOptions)
 import Test.QuickCheck (elements)
 import Test.QuickCheck.Arbitrary (Arbitrary, arbitrary)
 import Web.HttpApiData (parseUrlPiece, readTextData)
+import Control.Monad.IO.Class (liftIO)
+import Network.HTTP.Media ((//), (/:))

 ------------------------------------------------------------------------
 type PhyloAPI = Summary "Phylo API"
@@ -51,10 +55,29 @@ type PhyloAPI = Summary "Phylo API"


 phyloAPI :: PhyloId -> GargServer PhyloAPI
-phyloAPI n = getPhylo  n
+phyloAPI n = getPhylo'  n
        -- :<|> putPhylo  n
        :<|> postPhylo n

+newtype SVG = SVG DB.ByteString
+
+instance ToSchema SVG
+  where
+    declareNamedSchema = undefined
+    --genericDeclareNamedSchemaUnrestricted (swaggerOptions "")
+
+instance Show SVG where
+  show (SVG a) = show a
+
+instance Accept SVG where
+   contentType _ = "SVG" // "image/svg+xml" /: ("charset", "utf-8")
+
+instance Show a => MimeRender PlainText a where
+   mimeRender _ val = cs ("" <> show val)
+
+instance Show a => MimeRender SVG a where
+   mimeRender _ val = DBL.pack $ show val
+
 ------------------------------------------------------------------------
 type GetPhylo =  QueryParam "listId"      ListId
              :> QueryParam "level"       Level
@@ -71,11 +94,12 @@ type GetPhylo =  QueryParam "listId"      ListId
              :> QueryParam "export"    ExportMode
              :> QueryParam "display"    DisplayMode
              :> QueryParam "verbose"     Bool
-              :> Get '[JSON] PhyloView
+              :> Get '[SVG] SVG

 -- | TODO
 -- Add real text processing
 -- Fix Filter parameters
+{-
 getPhylo :: PhyloId -> GargServer GetPhylo
 getPhylo _phyloId _lId l f b l' ms x y z ts s o e d b' = do
  let
@@ -85,7 +109,12 @@ getPhylo _phyloId _lId l f b l' ms x y z ts s o e d b' = do
  -- | TODO remove phylo for real data here
  pure (toPhyloView  q phylo)
  -- TODO remove phylo for real data here
+-}

+getPhylo' :: PhyloId -> GargServer GetPhylo
+getPhylo' _phyloId _lId _l _f _b _l' _ms _x _y _z _ts _s _o _e _d _b' = do
+  p <- liftIO $ viewPhylo2Svg phyloView
+  pure (SVG p)
 ------------------------------------------------------------------------
 {-
 type PutPhylo = (Put '[JSON] Phylo  )

--- a/src/Gargantext/Viz/Phylo/Aggregates.hs
+++ b/src/Gargantext/Viz/Phylo/Aggregates.hs
@@ -43,17 +43,15 @@ import qualified Data.Vector as Vector
 -- | Foundations | --
 ---------------------

-
 -- | Extract all the labels of a termList
 termListToNgrams :: TermList -> [Ngrams]
-termListToNgrams l = map (\(lbl,_) -> unwords lbl) l
+termListToNgrams = map (\(lbl,_) -> unwords lbl)


 -------------------
 -- | Documents | --
 -------------------

-
 -- | To group a list of Documents by fixed periods
 groupDocsByPeriod :: (Ord date, Enum date) => (doc -> date) -> [(date,date)] -> [doc] -> Map (date, date) [doc]
 groupDocsByPeriod _ _   [] = panic "[ERR][Viz.Phylo.Example.docsToPeriods] Empty [Documents] can not have any periods"
@@ -84,7 +82,7 @@ countDocs corpus = fromListWith (+) $ map (\(d,_) -> (d,1)) corpus

 -- | To init a list of Periods framed by a starting Date and an ending Date
 initPeriods :: (Eq date, Enum date) => Grain -> Step -> (date, date) -> [(date, date)]
-initPeriods g s (start,end) = map (\l -> (head' "Doc" l, last' "Doc" l))
+initPeriods g s (start,end) = map (\l -> (head' "initPeriods" l, last' "initPeriods" l))
                            $ chunkAlong g s [start .. end]


@@ -220,4 +218,4 @@ traceFis lbl m = trace (lbl <> "count : " <> show (sum $ map length $ elems m) <
    --------------------------------------
    ngrms :: [Double]
    ngrms = sort $ map (\f -> fromIntegral $ size $ _phyloFis_clique f) $ concat $ elems m
-    --------------------------------------
\ No newline at end of file
+    --------------------------------------
--- a/src/Gargantext/Viz/Phylo/BranchMaker.hs
+++ b/src/Gargantext/Viz/Phylo/BranchMaker.hs
@@ -149,4 +149,4 @@ setPhyloBranches lvl p = alterGroupWithLevel (\g ->
    --------------------------------------


-- trace' bs = trace bs
\ No newline at end of file
+-- trace' bs = trace bs
--- a/src/Gargantext/Viz/Phylo/Cluster.hs
+++ b/src/Gargantext/Viz/Phylo/Cluster.hs
@@ -17,7 +17,6 @@ Portability : POSIX

 module Gargantext.Viz.Phylo.Cluster
  where
-
 import Control.Parallel.Strategies
 import Data.Graph.Clustering.Louvain.CplusPlus
 import Data.List        (null,concat,sort,intersect,(++), elemIndex, groupBy, nub, union, (\\), (!!))
@@ -92,7 +91,7 @@ groupsToGraph nbDocs prox gs = case prox of
                                                        candidates' = candidates `using` parList rdeepseq
                                                    in  candidates' )
      Hamming (HammingParams _)             -> (gs, map (\(x,y) -> ((x,y), hamming (getGroupCooc x) (getGroupCooc y))) $ getCandidates gs)
-      _                                     -> undefined     
+      _                                     -> undefined


 -- | To filter a Graph of Proximity using a given threshold
@@ -118,7 +117,7 @@ phyloToClusters lvl clus p = Map.fromList
    --------------------------------------
    graphs :: [([GroupNode],[GroupEdge])]
    graphs = traceGraph lvl (getThreshold prox)
-           $ let gs  = map (\prd -> groupsToGraph (periodsToNbDocs [prd] p) prox (getGroupsWithFilters lvl prd p)) periods
+           $ let gs  = (trace $ "PROX: " <> show prox) $ map (\prd -> groupsToGraph (periodsToNbDocs [prd] p) prox (getGroupsWithFilters lvl prd p)) periods
                 gs' = gs `using` parList rdeepseq
             in  gs'
    --------------------------------------

--- a/src/Gargantext/Viz/Phylo/Example.hs
+++ b/src/Gargantext/Viz/Phylo/Example.hs
@@ -28,7 +28,6 @@ TODO:

 module Gargantext.Viz.Phylo.Example where

-import Data.GraphViz.Types.Generalised (DotGraph)
 import Data.Text (Text, toLower)
 import Data.List        ((++))
 import Data.Map         (Map,empty)
@@ -44,7 +43,8 @@ import Gargantext.Viz.Phylo.LevelMaker
 import Gargantext.Viz.Phylo.LinkMaker
 import Gargantext.Viz.Phylo.Tools
 import Gargantext.Viz.Phylo.View.ViewMaker
-import Gargantext.Viz.Phylo.View.Export
+import Gargantext.Viz.Phylo.Main (writePhylo)
+import GHC.IO (FilePath)
 import qualified Data.List   as List


@@ -52,11 +52,9 @@ import qualified Data.List   as List
 -- | STEP 12 | -- Create a PhyloView from a user Query
 ------------------------------------------------------

-export :: IO ()
-export = dotToFile "/home/qlobbe/data/phylo/output/cesar_cleopatre.dot" phyloDot 

-phyloDot :: DotGraph DotId
-phyloDot = viewToDot phyloView
+phyloExport :: FilePath -> IO FilePath
+phyloExport fp = writePhylo fp phyloView

 phyloView :: PhyloView
 phyloView = toPhyloView (queryParser' queryViewEx) phyloFromQuery

--- a/src/Gargantext/Viz/Phylo/LevelMaker.hs
+++ b/src/Gargantext/Viz/Phylo/LevelMaker.hs
@@ -259,14 +259,14 @@ toPhyloBase q p c termList fis = initPhyloBase periods foundations nbDocs cooc f
    cooc = docsToCooc c (foundations ^. phylo_foundationsRoots)
    --------------------------------------
    nbDocs :: Map Date Double
-    nbDocs = countDocs $ map (\doc -> (date doc, text doc)) c        
+    nbDocs = countDocs $ map (\doc -> (date doc, text doc)) c
    --------------------------------------
    foundations :: PhyloFoundations
    foundations = PhyloFoundations (initFoundationsRoots (termListToNgrams termList)) termList
    --------------------------------------
    periods :: [(Date,Date)]
    periods = initPeriods (getPeriodGrain q) (getPeriodSteps q)
-            $ both date (head' "LevelMaker" c,last c)
+            $ both date (head' "toPhyloBase" c, last' "toPhyloBase" c)
    --------------------------------------



--- a/src/Gargantext/Viz/Phylo/Main.hs
+++ b/src/Gargantext/Viz/Phylo/Main.hs
+{-|
+Module      : Gargantext.Viz.Phylo.Main
+Description : Phylomemy Main
+Copyright   : (c) CNRS, 2017-Present
+License     : AGPL + CECILL v3
+Maintainer  : team@gargantext.org
+Stability   : experimental
+Portability : POSIX
+
+-}
+
+{-# LANGUAGE FlexibleContexts  #-}
+{-# LANGUAGE NoImplicitPrelude #-}
+{-# LANGUAGE OverloadedStrings #-}
+{-# LANGUAGE RankNTypes        #-}
+{-# LANGUAGE ViewPatterns      #-}
+
+module Gargantext.Viz.Phylo.Main
+  where
+
+import Debug.Trace (trace)
+import qualified Data.Text as Text
+import Data.Map (Map)
+import Data.Text (Text)
+import Data.Maybe
+import Servant
+import GHC.IO (FilePath)
+import Data.GraphViz
+import Gargantext.Prelude
+import Gargantext.Text.Context (TermList)
+import qualified Data.Map  as Map
+import qualified Data.List as List
+import qualified Data.Set  as Set
+import Gargantext.Viz.Phylo.View.Export
+import Gargantext.Viz.Phylo.Tools
+import Gargantext.Viz.Phylo.LevelMaker
+import Gargantext.Core.Types
+import Gargantext.Text.Terms.WithList
+import Gargantext.Database.Config (userMaster)
+import Gargantext.Database.Schema.Node (defaultList)
+import Gargantext.Database.Schema.NodeNode (selectDocs)
+import Gargantext.Database.Schema.Ngrams (NgramsType(..))
+import Gargantext.Database.Metrics.NgramsByNode (getNodesByNgramsOnlyUser)
+import Gargantext.Database.Node.Select (selectNodesWithUsername)
+import Gargantext.Database.Flow
+import Gargantext.API.Ngrams.Tools (getTermsWith)
+-- TODO : git mv ViewMaker Maker
+import Gargantext.Viz.Phylo.View.ViewMaker
+import Gargantext.Viz.Phylo hiding (Svg, Dot)
+import Control.Monad.IO.Class (liftIO)
+import qualified Data.ByteString as DB
+
+type MinSizeBranch = Int
+
+flowPhylo :: FlowCmdM env ServantErr m
+          => CorpusId
+          -> Level -> MinSizeBranch
+          -> FilePath
+          -> m FilePath
+flowPhylo cId l m fp = do
+
+  list       <- defaultList cId
+  listMaster <- selectNodesWithUsername NodeList userMaster
+  termList <- Map.toList <$> getTermsWith Text.words [list] NgramsTerms GraphTerm
+  --printDebug "termList" termList
+  
+  --x <- mapTermListRoot [list] NgramsTerms
+  --printDebug "mapTermListRoot" x
+  
+  -- TODO optimize unwords
+
+  docs' <- catMaybes <$> map (\h -> (,) <$> _hyperdataDocument_publication_year h
+                          <*> _hyperdataDocument_abstract h
+                          ) <$> selectDocs cId
+  
+  let patterns = buildPatterns termList
+  let docs = map ( (\(y,t) -> Document y t) . filterTerms patterns) docs'
+  --printDebug "docs" docs
+  --printDebug "docs" termList
+
+  liftIO $ flowPhylo' (List.sortOn date docs) termList l m fp
+
+
+
+
+parse :: TermList -> [(Date, Text)] -> IO [Document]
+parse l c = do
+  let patterns = buildPatterns l
+  pure $ map ( (\(y,t) -> Document y t) . filterTerms patterns) c
+
+
+-- | To filter the Ngrams of a document based on the termList
+filterTerms :: Patterns -> (Date, Text) -> (Date, [Text])
+filterTerms patterns (y,d) = (y,termsInText patterns d)
+  where
+    --------------------------------------
+    termsInText :: Patterns -> Text -> [Text]
+    termsInText pats txt = List.nub $ List.concat $ map (map Text.unwords) $ extractTermsWithList pats txt
+    --------------------------------------
+
+
+-- TODO SortedList Document
+flowPhylo' :: [Document] -> TermList      -- ^Build
+          -> Level      -> MinSizeBranch -- ^View
+          -> FilePath
+          -> IO FilePath
+flowPhylo' corpus terms l m fp = do
+  let
+    phylo = buildPhylo corpus terms
+    phVie = viewPhylo  l m phylo
+
+  writePhylo fp phVie
+
+
+defaultQuery :: PhyloQueryBuild
+defaultQuery = defaultQueryBuild'
+  "Default Title"
+  "Default Description"
+
+buildPhylo :: [Document] -> TermList -> Phylo
+buildPhylo = trace (show defaultQuery) $ buildPhylo' defaultQuery
+
+buildPhylo' :: PhyloQueryBuild -> [Document] -> TermList -> Phylo
+buildPhylo' q corpus termList = toPhylo q corpus termList Map.empty
+
+queryView :: Level -> MinSizeBranch -> PhyloQueryView
+queryView level _minSizeBranch = PhyloQueryView level Merge False 2
+           [BranchAge]
+           []
+           -- [SizeBranch $ SBParams minSizeBranch]
+           [BranchPeakFreq,GroupLabelCooc]
+           (Just (ByBranchAge,Asc))
+           Json Flat True
+
+viewPhylo :: Level -> MinSizeBranch -> Phylo -> PhyloView
+viewPhylo l b phylo = toPhyloView (queryView l b) phylo
+
+writePhylo :: FilePath -> PhyloView -> IO FilePath
+writePhylo fp phview = runGraphviz (viewToDot phview) Svg fp
+
+viewPhylo2Svg :: PhyloView -> IO DB.ByteString
+viewPhylo2Svg p = graphvizWithHandle Dot (viewToDot p) Svg DB.hGetContents
+
--- a/src/Gargantext/Viz/Phylo/Tools.hs
+++ b/src/Gargantext/Viz/Phylo/Tools.hs
@@ -238,19 +238,18 @@ getFoundationsRoots p = (getFoundations p) ^. phylo_foundationsRoots
 -- | To get the Index of a Ngrams in the foundationsRoots of a Phylo
 getIdxInRoots :: Ngrams -> Phylo -> Int
 getIdxInRoots n p = case (elemIndex n (getFoundationsRoots p)) of
-    Nothing  -> panic "[ERR][Viz.Phylo.Tools.getIdxInRoots] Ngrams not in foundationsRoots"
+    Nothing  -> panic $ "[ERR][Viz.Phylo.Tools.getIdxInRoots] Ngrams not in foundationsRoots: " <> cs n
    Just idx -> idx

 getIdxInVector :: Ngrams -> Vector Ngrams -> Int
 getIdxInVector n ns = case (elemIndex n ns) of
-  Nothing  -> panic "[ERR][Viz.Phylo.Tools.getIdxInRoots] Ngrams not in foundationsRoots"
-  Just idx -> idx 
+  Nothing  -> panic $ "[ERR][Viz.Phylo.Tools.getIdxInVector] Ngrams not in foundationsRoots: " <> cs n
+  Just idx -> idx

 --------------------
 -- | PhyloGroup | --
 --------------------

-
 -- | To alter a PhyloGroup matching a given Level
 alterGroupWithLevel :: (PhyloGroup -> PhyloGroup) -> Level -> Phylo -> Phylo
 alterGroupWithLevel f lvl p = over ( phylo_periods
@@ -261,8 +260,7 @@ alterGroupWithLevel f lvl p = over ( phylo_periods
                                   .  traverse
                                   ) (\g -> if getGroupLevel g == lvl
                                            then f g
-                                            else g ) p        
-                                                               
+                                            else g ) p


 -- | To alter each list of PhyloGroups following a given function
@@ -830,17 +828,26 @@ initLouvain :: Maybe Proximity -> LouvainParams
 initLouvain (def defaultWeightedLogJaccard -> proxi) = LouvainParams proxi

 initRelatedComponents :: Maybe Proximity -> RCParams
-initRelatedComponents (def Filiation -> proxi) = RCParams proxi
+initRelatedComponents (def defaultWeightedLogJaccard -> proxi) = RCParams proxi

+-- | TODO user param in main function
 initWeightedLogJaccard :: Maybe Double -> Maybe Double -> WLJParams
-initWeightedLogJaccard (def 0 -> thr) (def 0.01 -> sens) = WLJParams thr sens
+initWeightedLogJaccard (def 0.3 -> thr) (def 20.0 -> sens) = WLJParams thr sens


 -- | To initialize a PhyloQueryBuild from given and default parameters
-initPhyloQueryBuild :: Text -> Text -> Maybe Int -> Maybe Int -> Maybe Cluster -> Maybe [Metric] -> Maybe [Filter] -> Maybe Proximity -> Maybe Int -> Maybe Double -> Maybe Double -> Maybe Int -> Maybe Level -> Maybe Cluster -> PhyloQueryBuild
-initPhyloQueryBuild name desc (def 5 -> grain) (def 3 -> steps) (def defaultFis -> cluster) (def [] -> metrics) (def [] -> filters)
-  (def defaultWeightedLogJaccard -> matching') (def 5 -> frame) (def 0.8 -> frameThr) (def 0.5 -> reBranchThr) (def 4 -> reBranchNth) (def 2 -> nthLevel) (def defaultRelatedComponents -> nthCluster) =
-    PhyloQueryBuild name desc grain steps cluster metrics filters matching' frame frameThr reBranchThr reBranchNth nthLevel nthCluster
+initPhyloQueryBuild :: Text          -> Text            -> Maybe Int
+                    -> Maybe Int     -> Maybe Cluster   -> Maybe [Metric]
+                    -> Maybe [Filter]-> Maybe Proximity -> Maybe Int
+                    -> Maybe Double  -> Maybe Double    -> Maybe Int
+                    -> Maybe Level   -> Maybe Cluster   -> PhyloQueryBuild
+initPhyloQueryBuild name desc (def 5 -> grain)
+                    (def 3 -> steps)      (def defaultFis -> cluster) (def [] -> metrics)
+                    (def [] -> filters)   (def defaultWeightedLogJaccard -> matching') (def 5 -> frame)
+                    (def 0.8 -> frameThr) (def 0.5 -> reBranchThr) (def 4 -> reBranchNth)
+                    (def 2 -> nthLevel)   (def defaultRelatedComponents -> nthCluster) =
+    PhyloQueryBuild name  desc    grain
+                    steps cluster metrics filters matching' frame frameThr reBranchThr reBranchNth nthLevel nthCluster


 -- | To initialize a PhyloQueryView default parameters
@@ -890,13 +897,27 @@ defaultWeightedLogJaccard :: Proximity
 defaultWeightedLogJaccard = WeightedLogJaccard (initWeightedLogJaccard Nothing Nothing)

 -- Queries
+type Title = Text
+type Desc  = Text

 defaultQueryBuild :: PhyloQueryBuild
-defaultQueryBuild = initPhyloQueryBuild "Cesar et Cleôpatre" "An example of Phylomemy (french without accent)"
-                              Nothing Nothing Nothing Nothing Nothing Nothing Nothing Nothing Nothing Nothing Nothing Nothing
+defaultQueryBuild = defaultQueryBuild'
+  "Cesar et Cleôpatre"
+  "An example of Phylomemy (french without accent)"
+
+defaultQueryBuild' :: Title -> Desc -> PhyloQueryBuild
+defaultQueryBuild' t d = initPhyloQueryBuild t d
+                              Nothing Nothing Nothing
+                              Nothing Nothing Nothing
+                              Nothing Nothing Nothing
+                              Nothing Nothing Nothing

 defaultQueryView :: PhyloQueryView
-defaultQueryView = initPhyloQueryView Nothing Nothing Nothing Nothing Nothing Nothing Nothing Nothing Nothing Nothing Nothing
+defaultQueryView = initPhyloQueryView
+    Nothing Nothing Nothing
+    Nothing Nothing Nothing
+    Nothing Nothing Nothing
+    Nothing Nothing

 -- Software