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Finding Syntactic Characteristics of
Surinamese Dutch
Erik Tjong Kim Sang
Meertens Institute
12 June 2014
Finding Syntactic Characteristics of Surinamese Dutch 12 June 2014
Goal
Evaluating automatic methods for finding syntactic differences
between Surinamese Dutch and standard Dutch
3
Finding Syntactic Characteristics of Surinamese Dutch 12 June 2014
Approach
1. Select two texts: one written in Surinamese Dutch and one written in
standard Dutch
2. Process the two texts with a syntactic parser for Dutch
3. Compare the two parse results: can we find frequent syntactic
constructions in Surinamese Dutch which are infrequent in standard
Dutch?
4
Finding Syntactic Characteristics of Surinamese Dutch 12 June 2014
Technical details
We used the syntactic parser Alpino: a state-of-the-art parser for Dutch
We collected the frequencies of the syntactic constructions and
compared these with the t-test:
(f1 − f2)/
√
f1 + f2
where f1 is the frequency of a construction in Surinamese Dutch and
f2 its frequency in standard Dutch
The higher the t-score, the more unusual the construction is
5
Finding Syntactic Characteristics of Surinamese Dutch 12 June 2014
Chosen text for Surinamese Dutch (from dbnl.nl)
...Als je ’em zo zijn straat zag binnen komen fietstrappen!
Krio, krio, krio..., niet om naar te luisteren! Volgens
zijn stuur ging hij naar links! Volgens zijn wiel reed
hij kaarsrecht rechtdoor. Maar Bo’s schuinse pet wees
weer een andere kant op.
Aaj, ik zag al sins hoelang! Meneertje slaat damp,
stinkender dan koeiekak! Hij is dronken als een w´at! Na
sakasaka ellendeling dati!
Mamsi joeg die kindertjes uit haar weg. Ze had
voorop ’t erf onder die amandelboom urenlang staan
schoonmaken. Eerst zogenaamd erf bezemen. Daarna
die kindertjes gras laten trekken...
6
Finding Syntactic Characteristics of Surinamese Dutch 12 June 2014
Chosen reference text (from dbnl.nl)
...Aan de voorkant van het prachtige grote huis waren
echter niet alle vensters meer gesloten. Op de eerste
verdieping was er een geopend raam en daar stond
de 17-jarige Elza en keek uit over het groene gazon
dat zich voor het huis uitstrekte tot aan de waterkant
waarlangs de brede Surinamerivier langzaam stroomde.
Een heerlijke ochtend, het begin van een fijne dag.
Vandaag 11 oktober 1765 ging de familie naar Joden-
Savanna voor de 65e verjaardag van grootmama. Dat
zou de volgende dag zijn, de 12e oktober en tegelijk ook
de verjaardag van de synagoge op Joden-Savanna...
7
Finding Syntactic Characteristics of Surinamese Dutch 12 June 2014
Foreseen pitfalls
Differences between texts may have other causes than language
differences:
• author style
• story genre
• story topic
• story time setting
• ...
The automatic parser may not detect interesting syntactic aspects
because it is developed to handle contemporary standard Dutch
8
Finding Syntactic Characteristics of Surinamese Dutch 12 June 2014
Vocabulary results
t-score f1 f2 token t-score f1 f2 token
0.99944 1796 0 z’n 0.99600 249 0 Willy
0.99925 1338 0 nie 0.99507 202 0 Laila
0.99921 1270 0 d’r 0.99502 200 0 ...!
0.99863 728 0 Bo 0.99444 179 0 dinges
0.99839 621 0 fo 0.99401 166 0 Couplet
0.99830 586 0 em 0.99390 163 0 Aaj
0.99778 450 0 Mamsi 0.99296 141 0 baja
0.99714 349 0 Gusta 0.99275 137 0 Faader
0.99653 287 0 Baas 0.99180 121 0 Coola
0.99620 262 0 wou 0.99153 117 0 n´eks
9
Finding Syntactic Characteristics of Surinamese Dutch 12 June 2014
Syntactic rules
We analyse sentences with dependency rules:
Steven sings sad songs
generates the syntactic analysis:
name Steven is a subject of verb sings
adjective sad is a object of noun songs
noun songs is an object of verb sings
We also lookup the lemma of each word: the basic word form:
Steven → Steven; sings → sing; sad → sad; songs → song;
10
Finding Syntactic Characteristics of Surinamese Dutch 12 June 2014
Syntactic results: Lemma Relation Lemma
t-score Lemma Relation Lemma t-score Lem Rel Lem
0.98780 ding hd/det dat 0.96875 van hd/obj1 erf
0.98529 soort hd/mod van 0.96774 oog hd/det je
0.98113 ma tag/nucl ben 0.96774 kijk hd/mod daar
0.98077 erf hd/det zijn 0.96774 jongen hd/det die
0.97872 erf hd/det dat 0.96774 hoofd hd/det je
0.97561 ander hd/det die 0.96552 ben hd/su erf
0.97500 al cmp/mod ook 0.96000 zeg hd/mod zo
0.97436 kind hd/det die 0.96000 in hd/obj1 me
0.97297 verkoop hd/obj1 erf 0.96000 broek hd/det zijn
0.97059 boom hd/det die 0.95946 ga hd/vc kom
11
Finding Syntactic Characteristics of Surinamese Dutch 12 June 2014
Example sentences
Pattern: ga hd/vc kom
hij heb vermoeden dat die Bo ga kom
he has suspicion that that Bo goes come
Pattern: zeg hd/mod zo
Droomboek zeg zo, dus Vrouw Couplet ook.
Droomboek says so, so Mrs Couplet too.
12
Finding Syntactic Characteristics of Surinamese Dutch 12 June 2014
Syntactic results: PoS Relation Lemma
t-score PoS Relation Lemma t-score PoS Relation Lemma
0.98361 verb hd/su hond 0.96429 prep hd/obj1 hoed
0.98361 verb hd/su erf 0.96296 comp dlink/nucl dan
0.97561 noun hd/det jullie 0.96296 prep hd/obj1 broek
0.97500 prep hd/obj1 soort 0.96000 verb hd/predc baas
0.97222 noun hd/mod schoon 0.96000 comp dp/dp ga
0.97143 verb hd/vc breek 0.96000 comp dlink/nucl laat
0.96774 verb hd/su boom 0.96000 comp dlink/nucl dat
0.96698 noun hd/mod daar 0.95652 adv dp/dp met
0.96667 comp dlink/nucl met 0.95455 prep hd/obj1 dood
0.96552 verb nucl/tag vind 0.95455 comp dlink/nucl te
13
Finding Syntactic Characteristics of Surinamese Dutch 12 June 2014
Example sentence:
Pattern: comp dp/dp ga
want iemand van me familie ga kom!
because someone of my family goes coming!
14
Finding Syntactic Characteristics of Surinamese Dutch 12 June 2014
Syntactic results: PoS Relation PoS
t-score PoS Relation PoS t-score PoS Relation PoS
0.97378 comp dlink/nucl noun 0.92308 pron dp/dp prep
0.96875 adj hd/ld prep 0.91667 tag tag/nucl det
0.96689 det hd/mod noun 0.91667 adv rhd/body comp
0.95775 comp dlink/nucl prep 0.91096 comp dlink/nucl comp
0.95652 comp dp/dp det 0.90909 pron dp/dp adv
0.95455 prep nucl/tag tag 0.90909 adj hd/obj2 noun
0.95288 det hd/mod name 0.90625 prep hd/predc comp
0.94330 comp dlink/nucl adv 0.90566 comp nucl/tag tag
0.93333 noun tag/nucl noun 0.89552 adj dp/dp adv
0.92857 pron hd/mod noun 0.89157 adv dp/dp noun
15
Finding Syntactic Characteristics of Surinamese Dutch 12 June 2014
Example sentence
Pattern: adv rhd/body comp
waar dat ze staande loerde
where that she standingly peeked
16
Finding Syntactic Characteristics of Surinamese Dutch 12 June 2014
Syntactic results: Lemma Relation PoS
t-score Lemma Relation PoS t-score Lemma Relation PoS
0.99495 ma tag/nucl verb 0.96667 ma tag/nucl adv
0.99020 dan dp/dp noun 0.96667 dan hd/mod comp
0.99000 zijn hd/mod noun 0.96429 zie dp/dp noun
0.98947 dan dp/dp verb 0.96429 hoor dp/dp noun
0.98592 soort hd/mod prep 0.96000 kijk dp/dp noun
0.98214 ma dp/dp verb 0.95833 want dlink/nucl noun
0.97778 baas hd/app name 0.95783 en dlink/nucl noun
0.97561 maar dlink/nucl noun 0.95652 Dan dp/dp verb
0.97297 ma tag/nucl noun 0.95652 ma tag/nucl adj
0.96774 ma dp/dp noun 0.95652 zijn hd/mod name
17
Finding Syntactic Characteristics of Surinamese Dutch 12 June 2014
Example sentence
Pattern: dan dp/dp verb
dan kijk hoe ze wegmanoevreert
then look how she leaves
18
Finding Syntactic Characteristics of Surinamese Dutch 12 June 2014
Concluding remarks and future work
We have shown that automatic methods can assist in finding syntactic
differences between texts
A paper about this work can be found on http://ifarm.nl/erikt/papers
The techniques described in this talk will be build in into the Nederlab
framework
19
THE END

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Finding Syntactic Characteristics of Surinamese Dutch

  • 1. Finding Syntactic Characteristics of Surinamese Dutch Erik Tjong Kim Sang Meertens Institute 12 June 2014
  • 2.
  • 3.
  • 4. Finding Syntactic Characteristics of Surinamese Dutch 12 June 2014 Goal Evaluating automatic methods for finding syntactic differences between Surinamese Dutch and standard Dutch 3
  • 5. Finding Syntactic Characteristics of Surinamese Dutch 12 June 2014 Approach 1. Select two texts: one written in Surinamese Dutch and one written in standard Dutch 2. Process the two texts with a syntactic parser for Dutch 3. Compare the two parse results: can we find frequent syntactic constructions in Surinamese Dutch which are infrequent in standard Dutch? 4
  • 6. Finding Syntactic Characteristics of Surinamese Dutch 12 June 2014 Technical details We used the syntactic parser Alpino: a state-of-the-art parser for Dutch We collected the frequencies of the syntactic constructions and compared these with the t-test: (f1 − f2)/ √ f1 + f2 where f1 is the frequency of a construction in Surinamese Dutch and f2 its frequency in standard Dutch The higher the t-score, the more unusual the construction is 5
  • 7. Finding Syntactic Characteristics of Surinamese Dutch 12 June 2014 Chosen text for Surinamese Dutch (from dbnl.nl) ...Als je ’em zo zijn straat zag binnen komen fietstrappen! Krio, krio, krio..., niet om naar te luisteren! Volgens zijn stuur ging hij naar links! Volgens zijn wiel reed hij kaarsrecht rechtdoor. Maar Bo’s schuinse pet wees weer een andere kant op. Aaj, ik zag al sins hoelang! Meneertje slaat damp, stinkender dan koeiekak! Hij is dronken als een w´at! Na sakasaka ellendeling dati! Mamsi joeg die kindertjes uit haar weg. Ze had voorop ’t erf onder die amandelboom urenlang staan schoonmaken. Eerst zogenaamd erf bezemen. Daarna die kindertjes gras laten trekken... 6
  • 8. Finding Syntactic Characteristics of Surinamese Dutch 12 June 2014 Chosen reference text (from dbnl.nl) ...Aan de voorkant van het prachtige grote huis waren echter niet alle vensters meer gesloten. Op de eerste verdieping was er een geopend raam en daar stond de 17-jarige Elza en keek uit over het groene gazon dat zich voor het huis uitstrekte tot aan de waterkant waarlangs de brede Surinamerivier langzaam stroomde. Een heerlijke ochtend, het begin van een fijne dag. Vandaag 11 oktober 1765 ging de familie naar Joden- Savanna voor de 65e verjaardag van grootmama. Dat zou de volgende dag zijn, de 12e oktober en tegelijk ook de verjaardag van de synagoge op Joden-Savanna... 7
  • 9. Finding Syntactic Characteristics of Surinamese Dutch 12 June 2014 Foreseen pitfalls Differences between texts may have other causes than language differences: • author style • story genre • story topic • story time setting • ... The automatic parser may not detect interesting syntactic aspects because it is developed to handle contemporary standard Dutch 8
  • 10. Finding Syntactic Characteristics of Surinamese Dutch 12 June 2014 Vocabulary results t-score f1 f2 token t-score f1 f2 token 0.99944 1796 0 z’n 0.99600 249 0 Willy 0.99925 1338 0 nie 0.99507 202 0 Laila 0.99921 1270 0 d’r 0.99502 200 0 ...! 0.99863 728 0 Bo 0.99444 179 0 dinges 0.99839 621 0 fo 0.99401 166 0 Couplet 0.99830 586 0 em 0.99390 163 0 Aaj 0.99778 450 0 Mamsi 0.99296 141 0 baja 0.99714 349 0 Gusta 0.99275 137 0 Faader 0.99653 287 0 Baas 0.99180 121 0 Coola 0.99620 262 0 wou 0.99153 117 0 n´eks 9
  • 11. Finding Syntactic Characteristics of Surinamese Dutch 12 June 2014 Syntactic rules We analyse sentences with dependency rules: Steven sings sad songs generates the syntactic analysis: name Steven is a subject of verb sings adjective sad is a object of noun songs noun songs is an object of verb sings We also lookup the lemma of each word: the basic word form: Steven → Steven; sings → sing; sad → sad; songs → song; 10
  • 12. Finding Syntactic Characteristics of Surinamese Dutch 12 June 2014 Syntactic results: Lemma Relation Lemma t-score Lemma Relation Lemma t-score Lem Rel Lem 0.98780 ding hd/det dat 0.96875 van hd/obj1 erf 0.98529 soort hd/mod van 0.96774 oog hd/det je 0.98113 ma tag/nucl ben 0.96774 kijk hd/mod daar 0.98077 erf hd/det zijn 0.96774 jongen hd/det die 0.97872 erf hd/det dat 0.96774 hoofd hd/det je 0.97561 ander hd/det die 0.96552 ben hd/su erf 0.97500 al cmp/mod ook 0.96000 zeg hd/mod zo 0.97436 kind hd/det die 0.96000 in hd/obj1 me 0.97297 verkoop hd/obj1 erf 0.96000 broek hd/det zijn 0.97059 boom hd/det die 0.95946 ga hd/vc kom 11
  • 13. Finding Syntactic Characteristics of Surinamese Dutch 12 June 2014 Example sentences Pattern: ga hd/vc kom hij heb vermoeden dat die Bo ga kom he has suspicion that that Bo goes come Pattern: zeg hd/mod zo Droomboek zeg zo, dus Vrouw Couplet ook. Droomboek says so, so Mrs Couplet too. 12
  • 14. Finding Syntactic Characteristics of Surinamese Dutch 12 June 2014 Syntactic results: PoS Relation Lemma t-score PoS Relation Lemma t-score PoS Relation Lemma 0.98361 verb hd/su hond 0.96429 prep hd/obj1 hoed 0.98361 verb hd/su erf 0.96296 comp dlink/nucl dan 0.97561 noun hd/det jullie 0.96296 prep hd/obj1 broek 0.97500 prep hd/obj1 soort 0.96000 verb hd/predc baas 0.97222 noun hd/mod schoon 0.96000 comp dp/dp ga 0.97143 verb hd/vc breek 0.96000 comp dlink/nucl laat 0.96774 verb hd/su boom 0.96000 comp dlink/nucl dat 0.96698 noun hd/mod daar 0.95652 adv dp/dp met 0.96667 comp dlink/nucl met 0.95455 prep hd/obj1 dood 0.96552 verb nucl/tag vind 0.95455 comp dlink/nucl te 13
  • 15. Finding Syntactic Characteristics of Surinamese Dutch 12 June 2014 Example sentence: Pattern: comp dp/dp ga want iemand van me familie ga kom! because someone of my family goes coming! 14
  • 16. Finding Syntactic Characteristics of Surinamese Dutch 12 June 2014 Syntactic results: PoS Relation PoS t-score PoS Relation PoS t-score PoS Relation PoS 0.97378 comp dlink/nucl noun 0.92308 pron dp/dp prep 0.96875 adj hd/ld prep 0.91667 tag tag/nucl det 0.96689 det hd/mod noun 0.91667 adv rhd/body comp 0.95775 comp dlink/nucl prep 0.91096 comp dlink/nucl comp 0.95652 comp dp/dp det 0.90909 pron dp/dp adv 0.95455 prep nucl/tag tag 0.90909 adj hd/obj2 noun 0.95288 det hd/mod name 0.90625 prep hd/predc comp 0.94330 comp dlink/nucl adv 0.90566 comp nucl/tag tag 0.93333 noun tag/nucl noun 0.89552 adj dp/dp adv 0.92857 pron hd/mod noun 0.89157 adv dp/dp noun 15
  • 17. Finding Syntactic Characteristics of Surinamese Dutch 12 June 2014 Example sentence Pattern: adv rhd/body comp waar dat ze staande loerde where that she standingly peeked 16
  • 18. Finding Syntactic Characteristics of Surinamese Dutch 12 June 2014 Syntactic results: Lemma Relation PoS t-score Lemma Relation PoS t-score Lemma Relation PoS 0.99495 ma tag/nucl verb 0.96667 ma tag/nucl adv 0.99020 dan dp/dp noun 0.96667 dan hd/mod comp 0.99000 zijn hd/mod noun 0.96429 zie dp/dp noun 0.98947 dan dp/dp verb 0.96429 hoor dp/dp noun 0.98592 soort hd/mod prep 0.96000 kijk dp/dp noun 0.98214 ma dp/dp verb 0.95833 want dlink/nucl noun 0.97778 baas hd/app name 0.95783 en dlink/nucl noun 0.97561 maar dlink/nucl noun 0.95652 Dan dp/dp verb 0.97297 ma tag/nucl noun 0.95652 ma tag/nucl adj 0.96774 ma dp/dp noun 0.95652 zijn hd/mod name 17
  • 19. Finding Syntactic Characteristics of Surinamese Dutch 12 June 2014 Example sentence Pattern: dan dp/dp verb dan kijk hoe ze wegmanoevreert then look how she leaves 18
  • 20. Finding Syntactic Characteristics of Surinamese Dutch 12 June 2014 Concluding remarks and future work We have shown that automatic methods can assist in finding syntactic differences between texts A paper about this work can be found on http://ifarm.nl/erikt/papers The techniques described in this talk will be build in into the Nederlab framework 19