word
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1
23
translation
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1
17
reference
stringlengths
1
18
has_letter_outside_alphabet
int64
0
1
has_letter_from_emakhuwa
int64
0
1
vowel_seq
int64
0
1
consonat_seq
int64
0
1
label
int64
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tag
stringclasses
3 values
match_
stringlengths
1
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match_in_portuguese_not_stopword_
int64
0
1
distance_match_emakhuwa_
float64
0
1
distance_soundex_match_emakhuwa_
float64
0
1
distance_soundex_translation_emakhuwa_
float64
0
1
start_with_f
int64
0
1
start_with_ch
int64
0
1
consonat_vowels
int64
0
1
vowel_consonat
int64
0
1
omoçambique
moçambique
moçambique
1
0
1
0
1
loan
moçambique
1
0.090909
0
0
0
0
1
0
wuniversitaate
universidade
universidade
0
0
0
0
1
loan
universidade
1
0.285714
0.4
0.4
0
0
0
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paragem
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0
0
0
1
loan
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1
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0.333333
0.333333
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0
0
0
eformasau
formação
formação
0
0
1
0
1
loan
formação
1
0.444444
0
0
0
0
0
1
ikrime
crime
crimes
0
0
0
1
1
loan
crime
1
0.333333
0.333333
0.333333
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0
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esekulu
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0
0
0
1
loan
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1
0.571429
0
0
0
0
0
0
ikhaama
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camas
0
1
0
0
1
loan
camas
1
0.714286
0
0
0
0
0
0
iteknoloxia
tecnologia
tecnologia
0
0
1
1
1
loan
tecnologia
1
0.272727
0.4
0.4
0
0
0
0
ekompaaso
compasso
compasso
0
0
0
0
1
loan
compasso
1
0.333333
0
0
0
0
0
0
mwaartiikuni
artigo
artigo
0
1
0
1
1
loan
artigo
1
0.666667
0.666667
0.666667
0
0
0
0
grã-bretanha
gre-bretanha
grã-bretanha
1
0
0
1
1
loan
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1
0
0
0.2
0
0
0
0
artiku
artigo
artigo
0
0
0
1
1
loan
artigo
1
0.333333
0.333333
0.333333
0
0
0
0
osufala
sofala
sofala
0
0
0
0
1
loan
sofala
1
0.285714
0
0
0
0
0
0
etekereeto
terreno
terreno
0
0
0
0
1
loan
terreno
1
0.5
0.5
0.5
0
0
0
0
presidenti
presidente
presidente
1
0
0
1
1
loan
presidente
1
0.1
0
0
0
0
0
0
onetflix
netflix
netflix
0
0
0
1
1
loan
netflix
1
0.125
0
0
0
0
0
0
pilato
pilatos
pilatos
0
0
0
0
1
loan
pilatos
1
0.142857
0
0
0
0
0
0
waruba
aruba
aruba
1
0
0
0
1
loan
aruba
1
0.166667
0.333333
0.333333
0
0
0
0
ekomisau
ecomissão
comissão
0
0
1
0
1
loan
comissão
1
0.625
0
0
0
0
0
0
ekhama
cama
cama
0
1
0
0
1
loan
cama
1
0.5
0
0
0
0
0
0
ajose
agose
josé
1
0
0
0
1
loan
ajose
0
0
0
0.5
0
0
0
0
pereliminaari
preliminar
preliminar
0
0
0
0
1
loan
preliminar
1
0.230769
0.25
0.25
0
0
0
0
ekwaritelo
quartel
quartel
0
1
0
0
1
loan
quartel
1
0.5
0.4
0.4
0
0
0
0
istooriwa
estória
estória
0
0
0
1
1
loan
estória
1
0.444444
0.333333
0.333333
0
0
0
0
otoronto
toronto
toronto
0
0
0
0
1
loan
toronto
1
0.125
0
0
0
0
0
0
waafirikaka
áfrica
áfrica
0
0
0
0
1
loan
áfrica
1
0.636364
0.25
0.25
0
0
0
0
bíbiliya
bíblia
bíblia
1
0
0
0
1
loan
bíblia
1
0.25
0
0
0
0
0
0
ogamla
gamla
gamla
1
0
0
0
1
loan
gamela
1
0.333333
0
0
0
0
0
0
okoraale
coral
coral
0
0
0
0
1
loan
coral
1
0.5
0
0
0
0
0
0
ikapela
capelas
capelas
0
0
0
0
1
loan
capelas
1
0.428571
0
0
0
0
0
0
yakobe
jacó
jacó
1
0
0
0
1
loan
jack
1
0.833333
1
1
0
0
0
0
wucrânia
ucrânia
ucrânia
1
0
1
1
1
loan
ucrânia
1
0.125
0.25
0.25
0
0
0
0
raatio
rádio
rádio
0
0
1
0
1
loan
rádio
1
0.5
0.5
0.5
0
0
0
0
waamérica
américas
américa
0
0
0
0
1
loan
américas
1
0.333333
0.25
0.25
0
0
1
0
ekosinya
cozinha
cozinha
0
1
0
0
1
loan
cozinha
1
0.5
0
0
0
0
0
0
omaputto
maputo
maputo
0
1
0
0
1
loan
maputo
1
0.25
0
0
0
0
0
0
wedomi
edom
edom
1
0
0
0
1
loan
dom
1
0.5
0.666667
0.666667
0
0
0
0
osudan
sudã
sudão
1
0
0
0
1
loan
sudão
1
0.5
0
0
0
0
0
0
ahitefenteri
hidefenteria
defendeu
0
0
0
0
1
loan
ahitefenteri
0
0
0
0.2
0
0
0
1
ocuamba
cuamba
cuamba
1
0
1
0
1
loan
cuamba
1
0.142857
0
0
0
0
1
0
meetiku
médico
médico
0
0
0
0
1
loan
médico
1
0.714286
0.333333
0.333333
0
0
0
0
okabu
cabo
cabo
1
0
0
0
1
loan
cabo
1
0.6
0
0
0
0
0
1
oruanda
ruanda
ruanda
1
0
1
0
1
loan
ruanda
1
0.142857
0
0
0
0
0
0
ogilee
gilé
gilé
1
0
0
0
1
loan
gilé
1
0.5
0
0
0
0
0
0
ivviru
vírus
vírus
0
0
0
0
1
loan
vírus
1
0.666667
0
0
0
0
0
0
onoobatiziwa
batizar
batizar
1
0
0
0
1
loan
batizar
1
0.583333
0.4
0.4
0
0
0
0
etiscu
disco
disco
0
0
0
0
1
loan
disco
1
0.5
0.333333
0.333333
0
0
1
0
asaaraya
israelita
israelita
0
0
0
0
1
loan
israelita
1
0.666667
0.333333
0.333333
0
0
0
0
itecido
tecidos
tecidos
1
0
0
0
1
loan
tecidos
1
0.285714
0
0
0
0
0
0
oprocuradoria
procuradoria
procuradoria
1
0
1
1
1
loan
procuradoria
1
0.076923
0
0
0
0
1
1
ikampaanya
campanhas
campanhas
0
1
0
0
1
loan
campanhas
1
0.5
0
0
0
0
0
0
imperiu
império
império
0
0
1
0
1
loan
império
1
0.285714
0
0
0
0
0
0
ekonturu
encontro
encontro
0
0
0
0
1
loan
encontro
1
0.5
0.5
0.5
0
0
0
0
universitate
universidade
universidade
0
0
0
0
1
loan
universidade
1
0.166667
0.25
0.25
0
0
0
0
emuuseyu
museu
museu
0
0
1
0
1
loan
museu
1
0.375
0
0
0
0
0
0
olinda
linda
linda
1
0
0
0
1
loan
linda
1
0.166667
0
0
0
0
0
0
eswatiini
essuatíni
essuatíni
0
0
0
0
1
loan
eswatiini
0
0
0
0.25
0
0
0
0
olokalidade
localidade
localidade
1
0
0
0
1
loan
localidade
1
0.181818
0
0
0
0
0
1
eparfuume
perfume
perfume
0
0
1
0
1
loan
perfume
1
0.333333
0
0
0
0
0
0
apatisa
batizou
batizou
0
0
0
0
1
loan
batizou
1
0.714286
0.333333
0.333333
0
0
0
0
oformariwe
formou
formou
0
0
0
0
1
loan
formou
1
0.6
0.5
0.5
0
0
0
0
mpoletini
poletim
no boletim
0
0
0
0
1
loan
boletim
1
0.444444
0.6
0.4
0
0
0
0
wqafirika
áfrica
áfrica
1
0
0
0
1
loan
áfrica
1
0.555556
0.4
0.4
0
0
0
0
eletoroonika
eletrónica
eletrónica
0
0
0
0
1
loan
eletrónica
1
0.333333
0.2
0.2
0
0
0
0
iprofesia
profetizamos
profecias
0
0
1
1
1
loan
profetizamos
1
0.5
0.4
0.4
0
0
0
0
amosampikano
moçambicano
moçambicano
0
0
0
0
1
loan
moçambicano
1
0.333333
0.166667
0.166667
0
0
0
0
prisila
priscila
priscila
0
0
0
1
1
loan
prisila
0
0
0
0
0
0
0
0
itemplo
templos
templos
0
0
0
1
1
loan
templos
1
0.285714
0
0
0
0
0
0
obatiso
batismo
batizar
1
0
0
0
1
loan
batismo
1
0.285714
0.333333
0.333333
0
0
0
0
iferiado
feriados
feriados
1
0
1
0
1
loan
feriados
1
0.25
0
0
0
0
0
1
osodoma
sodoma
sodoma
1
0
0
0
1
loan
sodomia
1
0.285714
0
0
0
0
0
0
eleite
leite
leite
0
0
1
0
1
loan
leite
1
0.166667
0
0
0
0
0
0
iilivro
livro
livro
0
0
0
1
1
loan
livro
1
0.285714
0
0
0
0
0
0
timoteyo
timóteo
timóteo
0
0
0
0
1
loan
timóteo
1
0.25
0
0
0
0
0
0
wuganda
uganda
uganda
1
0
0
0
1
loan
uganda
1
0.142857
0.333333
0.333333
0
0
0
0
kalaapitu
capítulo
capítulo
0
0
0
0
1
loan
capítulo
1
0.777778
0.5
0.5
0
0
0
0
pastoore
pastor
pastor
0
0
0
1
1
loan
pastor
1
0.25
0.333333
0.333333
0
0
0
0
waafrika
áfrica
áfrica
0
0
0
1
1
loan
áfrica
1
0.5
0.25
0.25
0
0
0
0
ekarta
carta
carta
0
0
0
1
1
loan
carta
1
0.333333
0
0
0
0
0
0
kalapintero
carpinteiro
carpinteiro
0
0
0
0
1
loan
carpinteiro
1
0.363636
0
0
0
0
0
0
ikaneta
canetas
canetas
0
0
0
0
1
loan
canetas
1
0.428571
0
0
0
0
0
0
n’eliberdade
liberdade
liberdade
1
0
0
0
1
loan
liberdade
1
0.25
0.333333
0.333333
0
0
0
1
omaxava
mavava
maxava
0
0
0
0
1
loan
mamava
1
0.285714
0.333333
0.333333
0
0
0
0
evitamina
vitaminas
vitaminas
0
0
0
0
1
loan
vitaminas
1
0.222222
0
0
0
0
0
0
apopulaçao
população
população
1
0
1
0
1
loan
população
1
0.2
0
0
0
0
0
0
akatemia
academia
academia
0
0
1
0
1
loan
academia
1
0.25
0.333333
0.333333
0
0
0
0
ikontha
conta
conta
0
1
0
0
1
loan
conta
1
0.428571
0
0
0
0
0
0
ontario
ntário
ontário
0
0
1
0
1
loan
notário
1
0.428571
0
0
0
0
0
0
ifolyeeto
folhetos
folhetos
0
1
0
0
1
loan
folhetos
1
0.444444
0
0
0
0
0
0
ediosese
diocese
diocese
1
0
1
0
1
loan
diocese
1
0.25
0
0
0
0
0
0
ikonto
conto
conto
0
0
0
0
1
loan
conto
1
0.333333
0
0
0
0
0
0
iversitaariyu
versidário
universitária
0
0
0
0
1
loan
iversitaariyu
0
0
0
0.25
0
0
0
0
etrianculo
trianculo
triânglo
0
0
1
1
1
loan
etrianculo
0
0
0
0
0
0
1
0
habakuki
habacuc
habacuque
1
0
0
0
1
loan
habakuki
0
0
0
0
0
0
0
1
esaite
site
site
0
0
0
0
1
loan
site
1
0.333333
0
0
0
0
0
0
ebanda
banda
banda
1
0
0
0
1
loan
banda
1
0.166667
0
0
0
0
0
0
ekitixitante
equidistante
equidistante
0
0
0
0
1
loan
equidistante
1
0.416667
0.333333
0.333333
0
0
0
0
waasiya
ásia
ásia
0
0
0
0
1
loan
ásia
1
0.571429
0.5
0.5
0
0
0
0
xaarti
jardim
jardim
0
0
0
1
1
loan
jardim
1
0.666667
0.666667
0.666667
0
0
0
0
ocolorado
colorado
colorado
1
0
0
0
1
loan
colorado
1
0.111111
0
0
0
0
1
1

Detecting Loanwords in Emakhuwa

Paper: Detecting Loanwords in Emakhuwa: An Extremely Low-Resource {B}antu Language Exhibiting Significant Borrowing from Portuguese


@inproceedings{ali-etal-2024-detecting,
    title = "Detecting Loanwords in Emakhuwa: An Extremely Low-Resource {B}antu Language Exhibiting Significant Borrowing from {P}ortuguese",
    author = "Ali, Felermino Dario Mario  and
      Lopes Cardoso, Henrique  and
      Sousa-Silva, Rui",
    booktitle = "Proceedings of the 2024 Joint International Conference on Computational Linguistics, Language Resources and Evaluation (LREC-COLING 2024)",
    month = may,
    year = "2024",
    address = "Torino, Italia",
    publisher = "ELRA and ICCL",
    url = "https://aclanthology.org/2024.lrec-main.425",
    pages = "4750--4759"
}´´´

# Licence
This project is released under the MIT license.

# Contact
[Felermino Ali](https://felerminoali.github.io/)

[github](https://github.com/felerminoali/emakhuwa-nlp/tree/master/datasets/loanwords)
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