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Corpus-based analysis of language
contact phenomena: first remarks on
code mixing in an Italian-German
corpus in South Tyrol

ICLaVE 7 | Trondheim, 28.06.2013

Simone Ciccolone (Free University of Bozen/Bolzano)
Types of recordings

Type

Recordings

Time

Spontaneous
Interview
Map Task

29
4
16

9 h 47’
51’
4 h 42’

Total

49

15 h 20’

49 audio recordings
41 transcribed
31 transcribed & tagged (POS/language)
Transcription & Tagging
% of German speakers
0-10%
10-40%

Fortezza

40-70%
70-100%

Ladin Valleys
Merano

Bolzano

“Bassa Atesina”

Historical area of contact: Bassa Atesina
Transcribed & tagged recordings

Type

Recordings

Time

Spontaneous
Map Task

24
7

8 h 30’
1 h 26’

Total

31

9 h 56’
Overall presence of the different languages in the corpus
“Language” tag

N. of words

%

d (German dialect)
i (Italian)
t (Trentino)
l (Ladin)
np (Proper nouns)
Interjections/Filled pauses
Others*

72762
3206
1204
134
919
2267
982

89,3%
3,9%
1,5%
0,2%
1,1%
2,8%
1,2%

Total

81474 words
*Loans (words and locutions in English,
French etc.) / Uncertain

5,6%
Frequency of code mixing in the corpus
Utterances

N

%

monolingual utterances
code-mixed utterances

14461
826

95%
5%

Total

15287 utterances

Words in...

N

%

monolingual utterances
code-mixed utterances

73230
8244

90%
10%

Total

81474 words
the direction of intrasentential switching from the
highly activated code at a certain point of the
interaction to the less activated code
(which appears in the same conversational turn)

Directionality
Nested insertion (D>T)
iå i wåas schun dass du so an

IMBRIAGONA

bisch

Yeah I know that you [are] a

drunkard

<– are

D (German dialect)

> T (Trentino)

D

From the highly activated code to the code of the nested switch

D>T

Directionality: nested insertions
Alternation (D>I)
gäats glab i nimmår # che paga # guardavan tutti bundesliga eh
it goes that, I think, no one

who pays

D (German dialect)

and they were all watching Bundesliga

> I (Italian)

isch schon schön dai
but it’s nice

D (German dialect)

isn’t it?

> I (Italian)

Single-word switch at the end of the utterance (D>I)

Directionality: alternations/switches at the end
S1
lang
S3
lang
S1

dai
i

vei bom
t
t

särwus
d
na
d

dai
i

kimmp år auår?
d
d d
iå
d

dai
i

vei mona
t
t

which directionality?

Directionality: switches at the beginning
S2
lang

i tat haint no a word datai unt når måchmårs
d d
d
d d np
d
d
d
d

S1
lang

iå oke >
d inter

S2
lang

dai

S1
lang

iå obår häl måchmår iaz schun no epes
d d
d
d
d
d
d d

i

isolated single-word switch at the beginning
of the utterance (D>I)

unt iaz isch souwisou lai mår a hålbä schtund
d
d
d
d
d
d
d d
d

Directionality: switches at the beginning
Directionality and extension of the switches
Extension of the switch
Singleitem

Multiitem

Both

Total

562
41

92
44

11
1

665
86

Bidirectional

1

18

21

40

No clear directionality*

-

-

-

35

604

154

33

826

Directionality
German > Italian/Trent.
Italian/Trent. > German

Total

*Single-item switches at the beginning of an utterance not preceded by full
constituents in the same code of the rest of the utterance
POS of single-item switches
D>I/T

Nouns
Verbs
Adjectives
Adverbs
Conjunctions
Interjections
Function words*

Others
Total

I/T>D

185
15
23
28
99
187
11
14
562

6
3
1
7
3
12
5
4
41

*Pronouns, prepositions and articles
dår acquisto

des iaarhundårts wor des °wail i glab°

D

D

the

purchase

>I

of the century was it, because I think...

wänn lai ba åan turnir uanänainzig mille

gekreg håt

D (German dialect)

D (German dialect)

if in one turn only [they] 91

thousand

> I (Italian)

reached

häl glabi

magaari war net bäas

iå obår nimm tipo

D

>I

D

that, I think,

maybe

was not bad

D

yes, but take

for instance...

>I

Single-item insertions: content words vs. discourse markers
Typology of single-item switches
Prototypical insertion

“Peripheral” insertion

(selected, content words)

(connectives/discourse markers)

D>I/T I/T>D

Nouns
Adjectives
Verbs
Total

185
23
15
223

6
1
3
10

D>I/T I/T>D

Adverbs*
Conjunctions
Interjections
Total

28
99
187
314

* magari, cioè, ecco, infatti...

7
3
12
22
Content word
insertion

Discourse marker
insertion

Noun

Interj.

Two types of insertion
Starting POS of multi-item switches
D>I/T

Nouns
Verbs
Adjectives
Adverbs
Conjunctions
Interjections
Function words*

Others
Total

I/T>D

19
11
6
6
21
7
16
6
92

2
13
1
4
5
2
15
2
44

*Pronouns, prepositions and articles
Types of multi-item switches
gäats glab i nimmår # che paga # guardavan tutti bundesliga eh
it goes that, I think, no one
D

tomatn wåas i net
tomatoes, I don’t know
D

e insomma #
and then, well,
I

who pays
>I

non mi ricordo più se mi piaceva
I don’t remember if I liked it
>I

du muasch dänkn dår bruadår
you should think, the brother...
>D

però appena che è a scuola
but as soon as she is at school
I

and they were all watching Bundesliga

wenn si untårrichtät

when she teaches
>D

Alternations
Types of multi-item switches
draizän # beh mit

schpese di trasporto

sächzän

du muasch a

storia tragica

dårzeeln

thirteen - well, with
D

you have to [tell] a
D

shipping fees
> I (trigger effect?)

tragic story
>I

sixteen
D

<- tell
D

Multi-word insertions
ma in leschtår zait hån i gedächtnislükkn ma di brutto proprio
but

lately I have lapses of memory

but

I

>D

really bad

>I

“Ma”: insertion or alternation trigger?
★ Corpus-based analysis > cluster of phenomena
★ Frequency > clue of an emerging innovation
★ Area of transition between insertion and

alternation

Final remarks
Thank you for your attention

ICLaVE 7 | Trondheim, 28.06.2013

Simone Ciccolone (Free University of Bozen/Bolzano)

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Corpus-based analysis of language contact phenomena (ICLaVE 2013)

  • 1. Corpus-based analysis of language contact phenomena: first remarks on code mixing in an Italian-German corpus in South Tyrol ICLaVE 7 | Trondheim, 28.06.2013 Simone Ciccolone (Free University of Bozen/Bolzano)
  • 2. Types of recordings Type Recordings Time Spontaneous Interview Map Task 29 4 16 9 h 47’ 51’ 4 h 42’ Total 49 15 h 20’ 49 audio recordings 41 transcribed 31 transcribed & tagged (POS/language)
  • 4. % of German speakers 0-10% 10-40% Fortezza 40-70% 70-100% Ladin Valleys Merano Bolzano “Bassa Atesina” Historical area of contact: Bassa Atesina
  • 5. Transcribed & tagged recordings Type Recordings Time Spontaneous Map Task 24 7 8 h 30’ 1 h 26’ Total 31 9 h 56’
  • 6. Overall presence of the different languages in the corpus “Language” tag N. of words % d (German dialect) i (Italian) t (Trentino) l (Ladin) np (Proper nouns) Interjections/Filled pauses Others* 72762 3206 1204 134 919 2267 982 89,3% 3,9% 1,5% 0,2% 1,1% 2,8% 1,2% Total 81474 words *Loans (words and locutions in English, French etc.) / Uncertain 5,6%
  • 7. Frequency of code mixing in the corpus Utterances N % monolingual utterances code-mixed utterances 14461 826 95% 5% Total 15287 utterances Words in... N % monolingual utterances code-mixed utterances 73230 8244 90% 10% Total 81474 words
  • 8. the direction of intrasentential switching from the highly activated code at a certain point of the interaction to the less activated code (which appears in the same conversational turn) Directionality
  • 9. Nested insertion (D>T) iå i wåas schun dass du so an IMBRIAGONA bisch Yeah I know that you [are] a drunkard <– are D (German dialect) > T (Trentino) D From the highly activated code to the code of the nested switch D>T Directionality: nested insertions
  • 10. Alternation (D>I) gäats glab i nimmår # che paga # guardavan tutti bundesliga eh it goes that, I think, no one who pays D (German dialect) and they were all watching Bundesliga > I (Italian) isch schon schön dai but it’s nice D (German dialect) isn’t it? > I (Italian) Single-word switch at the end of the utterance (D>I) Directionality: alternations/switches at the end
  • 11. S1 lang S3 lang S1 dai i vei bom t t särwus d na d dai i kimmp år auår? d d d iå d dai i vei mona t t which directionality? Directionality: switches at the beginning
  • 12. S2 lang i tat haint no a word datai unt når måchmårs d d d d d np d d d d S1 lang iå oke > d inter S2 lang dai S1 lang iå obår häl måchmår iaz schun no epes d d d d d d d d i isolated single-word switch at the beginning of the utterance (D>I) unt iaz isch souwisou lai mår a hålbä schtund d d d d d d d d d Directionality: switches at the beginning
  • 13. Directionality and extension of the switches Extension of the switch Singleitem Multiitem Both Total 562 41 92 44 11 1 665 86 Bidirectional 1 18 21 40 No clear directionality* - - - 35 604 154 33 826 Directionality German > Italian/Trent. Italian/Trent. > German Total *Single-item switches at the beginning of an utterance not preceded by full constituents in the same code of the rest of the utterance
  • 14. POS of single-item switches D>I/T Nouns Verbs Adjectives Adverbs Conjunctions Interjections Function words* Others Total I/T>D 185 15 23 28 99 187 11 14 562 6 3 1 7 3 12 5 4 41 *Pronouns, prepositions and articles
  • 15. dår acquisto des iaarhundårts wor des °wail i glab° D D the purchase >I of the century was it, because I think... wänn lai ba åan turnir uanänainzig mille gekreg håt D (German dialect) D (German dialect) if in one turn only [they] 91 thousand > I (Italian) reached häl glabi magaari war net bäas iå obår nimm tipo D >I D that, I think, maybe was not bad D yes, but take for instance... >I Single-item insertions: content words vs. discourse markers
  • 16. Typology of single-item switches Prototypical insertion “Peripheral” insertion (selected, content words) (connectives/discourse markers) D>I/T I/T>D Nouns Adjectives Verbs Total 185 23 15 223 6 1 3 10 D>I/T I/T>D Adverbs* Conjunctions Interjections Total 28 99 187 314 * magari, cioè, ecco, infatti... 7 3 12 22
  • 18. Starting POS of multi-item switches D>I/T Nouns Verbs Adjectives Adverbs Conjunctions Interjections Function words* Others Total I/T>D 19 11 6 6 21 7 16 6 92 2 13 1 4 5 2 15 2 44 *Pronouns, prepositions and articles
  • 19. Types of multi-item switches gäats glab i nimmår # che paga # guardavan tutti bundesliga eh it goes that, I think, no one D tomatn wåas i net tomatoes, I don’t know D e insomma # and then, well, I who pays >I non mi ricordo più se mi piaceva I don’t remember if I liked it >I du muasch dänkn dår bruadår you should think, the brother... >D però appena che è a scuola but as soon as she is at school I and they were all watching Bundesliga wenn si untårrichtät when she teaches >D Alternations
  • 20. Types of multi-item switches draizän # beh mit schpese di trasporto sächzän du muasch a storia tragica dårzeeln thirteen - well, with D you have to [tell] a D shipping fees > I (trigger effect?) tragic story >I sixteen D <- tell D Multi-word insertions
  • 21. ma in leschtår zait hån i gedächtnislükkn ma di brutto proprio but lately I have lapses of memory but I >D really bad >I “Ma”: insertion or alternation trigger?
  • 22. ★ Corpus-based analysis > cluster of phenomena ★ Frequency > clue of an emerging innovation ★ Area of transition between insertion and alternation Final remarks
  • 23. Thank you for your attention ICLaVE 7 | Trondheim, 28.06.2013 Simone Ciccolone (Free University of Bozen/Bolzano)