diff --git a/CHANGELOG.md b/CHANGELOG.md new file mode 100644 --- /dev/null +++ b/CHANGELOG.md @@ -0,0 +1,7 @@ +# Revision history for corenlp-types + +## 0.1.0.0 - 2023-12-04 + +### Added + +- First version. Released on an unsuspecting world. diff --git a/LICENSE b/LICENSE new file mode 100644 --- /dev/null +++ b/LICENSE @@ -0,0 +1,661 @@ + GNU AFFERO GENERAL PUBLIC LICENSE + Version 3, 19 November 2007 + + Copyright (C) 2007 Free Software Foundation, Inc. + Everyone is permitted to copy and distribute verbatim copies + of this license document, but changing it is not allowed. + + Preamble + + The GNU Affero General Public License is a free, copyleft license for +software and other kinds of works, specifically designed to ensure +cooperation with the community in the case of network server software. + + The licenses for most software and other practical works are designed +to take away your freedom to share and change the works. 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As such, the Cabal (the library) +-- version used must be equal or greater than the version stated in this field. +-- Starting from the specification version 2.2, the cabal-version field must be +-- the first thing in the cabal file. + +-- Initial package description 'corenlp-types' generated by +-- 'cabal init'. For further documentation, see: +-- http://haskell.org/cabal/users-guide/ +-- +-- The name of the package. +name: corenlp-types + +-- The package version. +-- See the Haskell package versioning policy (PVP) for standards +-- guiding when and how versions should be incremented. +-- https://pvp.haskell.org +-- PVP summary: +-+------- breaking API changes +-- | | +----- non-breaking API additions +-- | | | +--- code changes with no API change +version: 0.1.0.0 + +-- A short (one-line) description of the package. +synopsis: Types for interaction with CoreNLP + +-- A longer description of the package. +description: + This library introduces types that make it easier to work with [CorenNLP](https://stanfordnlp.github.io/CoreNLP/) server responses (JSON). + + It is mostly a fork of [`corenlp-parser`](https://hackage.haskell.org/package/corenlp-parser-0.4.0.0) however without the rockdb dependency. + +-- URL for the project homepage or repository. +homepage: https://gitlab.iscpif.fr/gargantext/corenlp-types + +-- The license under which the package is released. +license: AGPL-3.0-or-later + +-- The file containing the license text. +license-file: LICENSE + +-- The package author(s). +author: Gargantext team + +-- An email address to which users can send suggestions, bug reports, and patches. +maintainer: pk@intrepidus.pl + +-- A copyright notice. +-- copyright: +category: Language +build-type: Simple + +-- Extra doc files to be distributed with the package, such as a CHANGELOG or a README. +extra-doc-files: CHANGELOG.md + +-- Extra source files to be distributed with the package, such as examples, or a tutorial module. +-- extra-source-files: + +common warnings + ghc-options: -Wall + +library + -- Import common warning flags. + import: warnings + + -- Modules exported by the library. + exposed-modules: Text.CoreNLP.Types + + -- Modules included in this library but not exported. + -- other-modules: + + -- LANGUAGE extensions used by modules in this package. + -- other-extensions: + + -- Other library packages from which modules are imported. + build-depends: base >=4.14 && < 5 + , aeson >= 1.5 && < 2.5 + , containers >= 0.6.5 && < 0.7 + , text >= 1.2.4 && < 1.3 + + -- Directories containing source files. + hs-source-dirs: src + + -- Base language which the package is written in. + default-language: Haskell2010 + +test-suite test + main-is: test.hs + type: exitcode-stdio-1.0 + hs-source-dirs: tests + build-depends: base >= 4.14 && < 5 + , aeson >= 1.5 && < 2.5 + , bytestring >= 0.10 && < 0.13 + , corenlp-types + , HUnit ^>= 1.6.2.0 + , raw-strings-qq ^>= 1.1 + , tasty ^>= 1.5 + , tasty-hunit ^>= 0.10.1 + , text >= 1.2.4 && < 1.3 + default-language: Haskell2010 diff --git a/src/Text/CoreNLP/Types.hs b/src/Text/CoreNLP/Types.hs new file mode 100644 --- /dev/null +++ b/src/Text/CoreNLP/Types.hs @@ -0,0 +1,238 @@ +{-# LANGUAGE DeriveGeneric #-} +{-# LANGUAGE DuplicateRecordFields #-} +{-# LANGUAGE OverloadedStrings #-} +{-# LANGUAGE RecordWildCards #-} +{-# LANGUAGE ScopedTypeVariables #-} + +module Text.CoreNLP.Types + ( Dependency(..) + , Entitymention(..) + , Token(..) + , Sentence(..) + , PennPOS(..) + , Coref(..) + , CorefsId + , Corefs + , Document(..) + , NamedEntity(..) + ) where + +import Control.Applicative +import qualified Data.Aeson as J +import Data.Aeson (FromJSON, ToJSON, (.:), (.:?)) +import Data.Map (Map) +import Data.Maybe (fromMaybe) +import Data.Text (Text) +import GHC.Generics (Generic) + + +-- | Contains generic "hacks" we put on top to go around limitations like a +-- "type" keyword we can't use +jsonOpts :: J.Options +jsonOpts = J.defaultOptions {J.fieldLabelModifier = fm} + where + fm :: String -> String + fm "type_" = "type" + fm x = x + + +data Dependency = Dependency + { dep :: Text + , governor :: Int + , governorGloss :: Text + , dependent :: Int + , dependentGloss :: Text + } deriving (Show, Eq, Generic) +instance FromJSON Dependency where + parseJSON = J.genericParseJSON jsonOpts +instance ToJSON Dependency where + toJSON = J.genericToJSON jsonOpts + + +data Entitymention = Entitymention + { docTokenBegin :: Int + , docTokenEnd :: Int + , tokenBegin :: Int + , tokenEnd :: Int + , text :: Text + , characterOffsetBegin :: Int + , characterOffsetEnd :: Int + , ner :: Text + , normalizedNER :: Maybe Text + } deriving (Show, Eq, Generic) +instance FromJSON Entitymention where + parseJSON = J.genericParseJSON jsonOpts +instance ToJSON Entitymention where + toJSON = J.genericToJSON jsonOpts + + +data PennPOS + = CC -- ^ Coordinating conjunction + | CD -- ^ Cardinal number + | DT -- ^ Determiner + | EX -- ^ Existential *there* + | FW -- ^ Foreign word + | IN -- ^ Preposition or subordinating conjunction + | JJ -- ^ Adjective + | JJR -- ^ Adjective, comparative + | JJS -- ^ Adjective, superlative + | LS -- ^ List item marker + | MD -- ^ Modal + | NN -- ^ Noun, singular or mass + | NNS -- ^ Noun, plural + | NNP -- ^ Proper noun, singular + | NNPS -- ^ Proper noun, plural + | PDT -- ^ Predeterminer + | POS -- ^ Possessive ending + | PRP -- ^ Personal pronoun + | PRPDollar -- ^ Possessive pronoun + | RB -- ^ Adverb + | RBR -- ^ Adverb, comparative + | RBS -- ^ Adverb, superlative + | RP -- ^ Particle + | SYM -- ^ Symbol + | TO -- ^ *to* + | UH -- ^ Interjection + | VB -- ^ Verb, base form + | VBD -- ^ Verb, past tense + | VBG -- ^ Verb, gerund or present participle + | VBN -- ^ Verb, past participle + | VBP -- ^ Verb, non-3rd person singular present + | VBZ -- ^ Verb, 3rd person singular present + | WDT -- ^ Wh-determiner + | WP -- ^ Wh-pronoun + | WPDollar -- ^ Possessive wh-pronoun + | WRB -- ^ Wh-adverb + | LRB -- ^ "-LRB-"? No idea what's this + | RRB -- ^ "-RRB-"? No idea what's this + | PosPunctuation -- ^ anyOf ".:,''$#$,", sometimes few together + deriving (Show, Eq, Generic) +instance FromJSON PennPOS where + parseJSON (J.String "WP$") = pure WPDollar + parseJSON (J.String "PRP$") = pure PRPDollar + parseJSON (J.String "-LRB-") = pure LRB + parseJSON (J.String "-RRB-") = pure RRB + parseJSON x = J.genericParseJSON jsonOpts x <|> parsePunctuation x + where + parsePunctuation (J.String _) = pure PosPunctuation + parsePunctuation _ = fail "Expecting POS to be a String" +instance ToJSON PennPOS where + toJSON WPDollar = J.String "WP$" + toJSON PRPDollar = J.String "PRP$" + toJSON PosPunctuation = J.String "." + toJSON LRB = J.String "-LRB-" + toJSON RRB = J.String "-RRB-" + toJSON x = J.genericToJSON jsonOpts x + + +-- | See https:\/\/stanfordnlp.github.io\/CoreNLP\/ner.html +data NamedEntity + = PERSON + | LOCATION + | ORGANIZATION + | MISC + | MONEY + | NUMBER + | ORDINAL + | PERCENT + | DATE + | TIME + | DURATION + | SET + | EMAIL + | URL + | CITY + | STATE_OR_PROVINCE + | COUNTRY + | NATIONALITY + | RELIGION + | TITLE -- ^ Job title + | IDEOLOGY + | CRIMINAL_CHARGE + | CAUSE_OF_DEATH + | O -- ^ Not a named entity? TODO: check somehow + deriving (Show, Eq, Generic) +instance FromJSON NamedEntity where + parseJSON = J.genericParseJSON jsonOpts +instance ToJSON NamedEntity where + toJSON = J.genericToJSON jsonOpts + + +data Token = Token + { index :: Int + , word :: Text + , originalText :: Text + , lemma :: Text + , characterOffsetBegin :: Int + , characterOffsetEnd :: Int + , pos :: PennPOS + , ner :: NamedEntity + , speaker :: Maybe Text + , before :: Text + , after :: Text + } deriving (Show, Eq, Generic) +instance FromJSON Token where + parseJSON = J.genericParseJSON jsonOpts +instance ToJSON Token where + toJSON = J.genericToJSON jsonOpts + + +data Sentence = Sentence + { index :: Int + , parse :: Maybe Text + , basicDependencies :: [Dependency] + , enhancedDependencies :: [Dependency] + , enhancedPlusPlusDependencies :: [Dependency] + , entitymentions :: [Entitymention] + , tokens :: [Token] + } deriving (Show, Eq, Generic) +instance FromJSON Sentence where + parseJSON = J.withObject "sentence" $ \s -> do + index <- s .: "index" + parse <- s .:? "parse" + basicDependencies <- fromMaybe [] <$> s .:? "basicDependencies" + enhancedDependencies <- fromMaybe [] <$> s .:? "enhancedDependencies" + enhancedPlusPlusDependencies <- fromMaybe [] <$> s .:? "enhancedPlusPlusDependencies" + entitymentions <- fromMaybe [] <$> s .:? "entitymentions" + tokens <- fromMaybe [] <$> s .:? "tokens" + + pure $ Sentence { .. } +instance ToJSON Sentence where + toJSON = J.genericToJSON jsonOpts + + +data Coref = Coref + { id :: Int + , text :: Text + , type_ :: Text + , number :: Text + , gender :: Text + , animacy :: Text + , startIndex :: Int + , endIndex :: Int + , headIndex :: Int + , sentNum :: Int + , position :: [Int] + , isRepresentativeMention :: Bool + } deriving (Show, Eq, Generic) +instance FromJSON Coref where + parseJSON = J.genericParseJSON jsonOpts +instance ToJSON Coref where + toJSON = J.genericToJSON jsonOpts + + +type CorefsId = Text + + +type Corefs = Map CorefsId [Coref] + + +data Document = Document + { docId :: Maybe Text + , sentences :: [Sentence] + , corefs :: Maybe Corefs + } deriving (Show, Eq, Generic) +instance FromJSON Document where + parseJSON = J.genericParseJSON jsonOpts +instance ToJSON Document where + toJSON = J.genericToJSON jsonOpts diff --git a/tests/test.hs b/tests/test.hs new file mode 100644 --- /dev/null +++ b/tests/test.hs @@ -0,0 +1,905 @@ +{-# LANGUAGE OverloadedStrings #-} +{-# LANGUAGE QuasiQuotes #-} + +import qualified Data.Aeson as J +import qualified Data.ByteString.Lazy as BSL +import Data.Either (isRight) +import qualified Data.Text.Encoding as TE +import Data.Text +import Test.Tasty +import Test.Tasty.HUnit +import Text.RawString.QQ (r) + +import Text.CoreNLP.Types (Document) + + +main = defaultMain tests + +tests :: TestTree +tests = testGroup "basic" [testCorenlp454, testHeadlines] + + +testCorenlp454 = testCase "test corenlp 4.5.4 output" $ do + let eParsed = parseJsonDoc corenlp454 + case eParsed of + Right parsed -> pure () + Left err -> fail $ show err + +testHeadlines = testCase "test headlines" $ + assertBool "Not Right!" $ isRight $ parseJsonDoc headlines + + +-- | Parse JSON output of CoreNLP. See 'headlines' source for an example JSON input. +parseJsonDoc :: Text -> Either String Document +parseJsonDoc = J.eitherDecode . BSL.fromStrict . TE.encodeUtf8 + + +--- DATA + +-- | Output of this for CoreNLP 4.5.4 +-- ``` +-- curl -XPOST 'http://localhost:9000/?properties=%7B%22annotators%22:%20%22tokenize,ssplit,pos,ner%22,%20%22outputFormat%22:%20%22json%22%7D' -d 'Below is a quick snippet of code that demonstrates running a full pipeline on some sample text.' +-- ``` +corenlp454 :: Text +corenlp454 = + [r| +{ + "sentences": [ + { + "index": 0, + "entitymentions": [ + ], + "tokens": [ + { + "index": 1, + "word": "Below", + "originalText": "Below", + "lemma": "below", + "characterOffsetBegin": 0, + "characterOffsetEnd": 5, + "pos": "RB", + "ner": "O", + "before": "", + "after": " " + }, + { + "index": 2, + "word": "is", + "originalText": "is", + "lemma": "be", + "characterOffsetBegin": 6, + "characterOffsetEnd": 8, + "pos": "VBZ", + "ner": "O", + "before": " ", + "after": " " + }, + { + "index": 3, + "word": "a", + "originalText": "a", + "lemma": "a", + "characterOffsetBegin": 9, + "characterOffsetEnd": 10, + "pos": "DT", + "ner": "O", + "before": " ", + "after": " " + }, + { + "index": 4, + "word": "quick", + "originalText": "quick", + "lemma": "quick", + "characterOffsetBegin": 11, + "characterOffsetEnd": 16, + "pos": "JJ", + "ner": "O", + "before": " ", + "after": " " + }, + { + "index": 5, + "word": "snippet", + "originalText": "snippet", + "lemma": "snippet", + "characterOffsetBegin": 17, + "characterOffsetEnd": 24, + "pos": "NN", + "ner": "O", + "before": " ", + "after": " " + }, + { + "index": 6, + "word": "of", + "originalText": "of", + "lemma": "of", + "characterOffsetBegin": 25, + "characterOffsetEnd": 27, + "pos": "IN", + "ner": "O", + "before": " ", + "after": " " + }, + { + "index": 7, + "word": "code", + "originalText": "code", + "lemma": "code", + "characterOffsetBegin": 28, + "characterOffsetEnd": 32, + "pos": "NN", + "ner": "O", + "before": " ", + "after": " " + }, + { + "index": 8, + "word": "that", + "originalText": "that", + "lemma": "that", + "characterOffsetBegin": 33, + "characterOffsetEnd": 37, + "pos": "WDT", + "ner": "O", + "before": " ", + "after": " " + }, + { + "index": 9, + "word": "demonstrates", + "originalText": "demonstrates", + "lemma": "demonstrate", + "characterOffsetBegin": 38, + "characterOffsetEnd": 50, + "pos": "VBZ", + "ner": "O", + "before": " ", + "after": " " + }, + { + "index": 10, + "word": "running", + "originalText": "running", + "lemma": "run", + "characterOffsetBegin": 51, + "characterOffsetEnd": 58, + "pos": "VBG", + "ner": "O", + "before": " ", + "after": " " + }, + { + "index": 11, + "word": "a", + "originalText": "a", + "lemma": "a", + "characterOffsetBegin": 59, + "characterOffsetEnd": 60, + "pos": "DT", + "ner": "O", + "before": " ", + "after": " " + }, + { + "index": 12, + "word": "full", + "originalText": "full", + "lemma": "full", + "characterOffsetBegin": 61, + "characterOffsetEnd": 65, + "pos": "JJ", + "ner": "O", + "before": " ", + "after": " " + }, + { + "index": 13, + "word": "pipeline", + "originalText": "pipeline", + "lemma": "pipeline", + "characterOffsetBegin": 66, + "characterOffsetEnd": 74, + "pos": "NN", + "ner": "O", + "before": " ", + "after": " " + }, + { + "index": 14, + "word": "on", + "originalText": "on", + "lemma": "on", + "characterOffsetBegin": 75, + "characterOffsetEnd": 77, + "pos": "IN", + "ner": "O", + "before": " ", + "after": " " + }, + { + "index": 15, + "word": "some", + "originalText": "some", + "lemma": "some", + "characterOffsetBegin": 78, + "characterOffsetEnd": 82, + "pos": "DT", + "ner": "O", + "before": " ", + "after": " " + }, + { + "index": 16, + "word": "sample", + "originalText": "sample", + "lemma": "sample", + "characterOffsetBegin": 83, + "characterOffsetEnd": 89, + "pos": "NN", + "ner": "O", + "before": " ", + "after": " " + }, + { + "index": 17, + "word": "text", + "originalText": "text", + "lemma": "text", + "characterOffsetBegin": 90, + "characterOffsetEnd": 94, + "pos": "NN", + "ner": "O", + "before": " ", + "after": "" + }, + { + "index": 18, + "word": ".", + "originalText": ".", + "lemma": ".", + "characterOffsetBegin": 94, + "characterOffsetEnd": 95, + "pos": ".", + "ner": "O", + "before": "", + "after": "" + } + ] + } + ] +} +|] + + +-- | Copied from corenlp-parser tests +headlines :: Text +headlines = + [r| +{ + "docId": "headlines.txt", + "sentences": [ + { + "index": 0, + "parse": "(ROOT\n (S\n (NP\n (NP (NNP Jersey) (NNP Shore) (NN Season) (CD 6) (NN cast) (POS 's))\n (NNS salaries))\n (VP\n (VP (VBD revealed))\n (: ;)\n (NP\n (NP (JJR More))\n (PP (IN than)\n (NP (NNP President) (NNP Obama)))))\n (. !)))", + "basicDependencies": [ + { + "dep": "ROOT", + "governor": 0, + "governorGloss": "ROOT", + "dependent": 8, + "dependentGloss": "revealed" + }, + { + "dep": "compound", + "governor": 5, + "governorGloss": "cast", + "dependent": 1, + "dependentGloss": "Jersey" + }, + { + "dep": "compound", + "governor": 5, + "governorGloss": "cast", + "dependent": 2, + "dependentGloss": "Shore" + }, + { + "dep": "compound", + "governor": 5, + "governorGloss": "cast", + "dependent": 3, + "dependentGloss": "Season" + }, + { + "dep": "nummod", + "governor": 5, + "governorGloss": "cast", + "dependent": 4, + "dependentGloss": "6" + }, + { + "dep": "nmod:poss", + "governor": 7, + "governorGloss": "salaries", + "dependent": 5, + "dependentGloss": "cast" + }, + { + "dep": "case", + "governor": 5, + "governorGloss": "cast", + "dependent": 6, + "dependentGloss": "'s" + }, + { + "dep": "nsubj", + "governor": 8, + "governorGloss": "revealed", + "dependent": 7, + "dependentGloss": "salaries" + }, + { + "dep": "punct", + "governor": 8, + "governorGloss": "revealed", + "dependent": 9, + "dependentGloss": ";" + }, + { + "dep": "dobj", + "governor": 8, + "governorGloss": "revealed", + "dependent": 10, + "dependentGloss": "More" + }, + { + "dep": "case", + "governor": 13, + "governorGloss": "Obama", + "dependent": 11, + "dependentGloss": "than" + }, + { + "dep": "compound", + "governor": 13, + "governorGloss": "Obama", + "dependent": 12, + "dependentGloss": "President" + }, + { + "dep": "nmod", + "governor": 10, + "governorGloss": "More", + "dependent": 13, + "dependentGloss": "Obama" + }, + { + "dep": "punct", + "governor": 8, + "governorGloss": "revealed", + "dependent": 14, + "dependentGloss": "!" + } + ], + "enhancedDependencies": [ + { + "dep": "ROOT", + "governor": 0, + "governorGloss": "ROOT", + "dependent": 8, + "dependentGloss": "revealed" + }, + { + "dep": "compound", + "governor": 5, + "governorGloss": "cast", + "dependent": 1, + "dependentGloss": "Jersey" + }, + { + "dep": "compound", + "governor": 5, + "governorGloss": "cast", + "dependent": 2, + "dependentGloss": "Shore" + }, + { + "dep": "compound", + "governor": 5, + "governorGloss": "cast", + "dependent": 3, + "dependentGloss": "Season" + }, + { + "dep": "nummod", + "governor": 5, + "governorGloss": "cast", + "dependent": 4, + "dependentGloss": "6" + }, + { + "dep": "nmod:poss", + "governor": 7, + "governorGloss": "salaries", + "dependent": 5, + "dependentGloss": "cast" + }, + { + "dep": "case", + "governor": 5, + "governorGloss": "cast", + "dependent": 6, + "dependentGloss": "'s" + }, + { + "dep": "nsubj", + "governor": 8, + "governorGloss": "revealed", + "dependent": 7, + "dependentGloss": "salaries" + }, + { + "dep": "punct", + "governor": 8, + "governorGloss": "revealed", + "dependent": 9, + "dependentGloss": ";" + }, + { + "dep": "dobj", + "governor": 8, + "governorGloss": "revealed", + "dependent": 10, + "dependentGloss": "More" + }, + { + "dep": "case", + "governor": 13, + "governorGloss": "Obama", + "dependent": 11, + "dependentGloss": "than" + }, + { + "dep": "compound", + "governor": 13, + "governorGloss": "Obama", + "dependent": 12, + "dependentGloss": "President" + }, + { + "dep": "nmod:than", + "governor": 10, + "governorGloss": "More", + "dependent": 13, + "dependentGloss": "Obama" + }, + { + "dep": "punct", + "governor": 8, + "governorGloss": "revealed", + "dependent": 14, + "dependentGloss": "!" + } + ], + "enhancedPlusPlusDependencies": [ + { + "dep": "ROOT", + "governor": 0, + "governorGloss": "ROOT", + "dependent": 8, + "dependentGloss": "revealed" + }, + { + "dep": "compound", + "governor": 5, + "governorGloss": "cast", + "dependent": 1, + "dependentGloss": "Jersey" + }, + { + "dep": "compound", + "governor": 5, + "governorGloss": "cast", + "dependent": 2, + "dependentGloss": "Shore" + }, + { + "dep": "compound", + "governor": 5, + "governorGloss": "cast", + "dependent": 3, + "dependentGloss": "Season" + }, + { + "dep": "nummod", + "governor": 5, + "governorGloss": "cast", + "dependent": 4, + "dependentGloss": "6" + }, + { + "dep": "nmod:poss", + "governor": 7, + "governorGloss": "salaries", + "dependent": 5, + "dependentGloss": "cast" + }, + { + "dep": "case", + "governor": 5, + "governorGloss": "cast", + "dependent": 6, + "dependentGloss": "'s" + }, + { + "dep": "nsubj", + "governor": 8, + "governorGloss": "revealed", + "dependent": 7, + "dependentGloss": "salaries" + }, + { + "dep": "punct", + "governor": 8, + "governorGloss": "revealed", + "dependent": 9, + "dependentGloss": ";" + }, + { + "dep": "dobj", + "governor": 8, + "governorGloss": "revealed", + "dependent": 10, + "dependentGloss": "More" + }, + { + "dep": "case", + "governor": 13, + "governorGloss": "Obama", + "dependent": 11, + "dependentGloss": "than" + }, + { + "dep": "compound", + "governor": 13, + "governorGloss": "Obama", + "dependent": 12, + "dependentGloss": "President" + }, + { + "dep": "nmod:than", + "governor": 10, + "governorGloss": "More", + "dependent": 13, + "dependentGloss": "Obama" + }, + { + "dep": "punct", + "governor": 8, + "governorGloss": "revealed", + "dependent": 14, + "dependentGloss": "!" + } + ], + "entitymentions": [ + { + "docTokenBegin": 3, + "docTokenEnd": 4, + "tokenBegin": 3, + "tokenEnd": 4, + "text": "6", + "characterOffsetBegin": 20, + "characterOffsetEnd": 21, + "ner": "NUMBER", + "normalizedNER": "6.0" + }, + { + "docTokenBegin": 11, + "docTokenEnd": 12, + "tokenBegin": 11, + "tokenEnd": 12, + "text": "President", + "characterOffsetBegin": 58, + "characterOffsetEnd": 67, + "ner": "TITLE" + }, + { + "docTokenBegin": 12, + "docTokenEnd": 13, + "tokenBegin": 12, + "tokenEnd": 13, + "text": "Obama", + "characterOffsetBegin": 68, + "characterOffsetEnd": 73, + "ner": "PERSON" + } + ], + "tokens": [ + { + "index": 1, + "word": "Jersey", + "originalText": "Jersey", + "lemma": "Jersey", + "characterOffsetBegin": 0, + "characterOffsetEnd": 6, + "pos": "NNP", + "ner": "O", + "speaker": "PER0", + "before": "", + "after": " " + }, + { + "index": 2, + "word": "Shore", + "originalText": "Shore", + "lemma": "Shore", + "characterOffsetBegin": 7, + "characterOffsetEnd": 12, + "pos": "NNP", + "ner": "O", + "speaker": "PER0", + "before": " ", + "after": " " + }, + { + "index": 3, + "word": "Season", + "originalText": "Season", + "lemma": "season", + "characterOffsetBegin": 13, + "characterOffsetEnd": 19, + "pos": "NN", + "ner": "O", + 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