Datasets:
The full dataset viewer is not available (click to read why). Only showing a preview of the rows.
The dataset generation failed because of a cast error
Error code: DatasetGenerationCastError
Exception: DatasetGenerationCastError
Message: An error occurred while generating the dataset
All the data files must have the same columns, but at some point there are 1 missing columns ({'url'})
This happened while the csv dataset builder was generating data using
hf://datasets/dsfsi/za-isizulu-siswati-news/siswati-titles-all-categories.csv (at revision d30b47516fba0cf08b41d685aee6e1b133269ea7)
Please either edit the data files to have matching columns, or separate them into different configurations (see docs at https://hf.co/docs/hub/datasets-manual-configuration#multiple-configurations)
Traceback: Traceback (most recent call last):
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 2011, in _prepare_split_single
writer.write_table(table)
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/arrow_writer.py", line 585, in write_table
pa_table = table_cast(pa_table, self._schema)
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 2302, in table_cast
return cast_table_to_schema(table, schema)
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 2256, in cast_table_to_schema
raise CastError(
datasets.table.CastError: Couldn't cast
id: int64
title: string
label: string
-- schema metadata --
pandas: '{"index_columns": [{"kind": "range", "name": null, "start": 0, "' + 581
to
{'id': Value(dtype='int64', id=None), 'title': Value(dtype='string', id=None), 'label': Value(dtype='string', id=None), 'url': Value(dtype='string', id=None)}
because column names don't match
During handling of the above exception, another exception occurred:
Traceback (most recent call last):
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1321, in compute_config_parquet_and_info_response
parquet_operations = convert_to_parquet(builder)
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 935, in convert_to_parquet
builder.download_and_prepare(
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1027, in download_and_prepare
self._download_and_prepare(
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1122, in _download_and_prepare
self._prepare_split(split_generator, **prepare_split_kwargs)
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1882, in _prepare_split
for job_id, done, content in self._prepare_split_single(
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 2013, in _prepare_split_single
raise DatasetGenerationCastError.from_cast_error(
datasets.exceptions.DatasetGenerationCastError: An error occurred while generating the dataset
All the data files must have the same columns, but at some point there are 1 missing columns ({'url'})
This happened while the csv dataset builder was generating data using
hf://datasets/dsfsi/za-isizulu-siswati-news/siswati-titles-all-categories.csv (at revision d30b47516fba0cf08b41d685aee6e1b133269ea7)
Please either edit the data files to have matching columns, or separate them into different configurations (see docs at https://hf.co/docs/hub/datasets-manual-configuration#multiple-configurations)Need help to make the dataset viewer work? Open a discussion for direct support.
id
int64 | title
string | label
string | url
string |
|---|---|---|---|
0 | uyazethemba umfundi odlule ebunzimeni | economy, business and finance | http://www.iol.co.za/isolezwe/uyazethemba-umfundi-odlule-ebunzimeni-2088866 |
1 | akulungiswe isimo kungakonakali mbeki | politics | http://www.iol.co.za/isolezwe/akulungiswe-isimo-kungakonakali-mbeki-2088850 |
2 | ubukhazikhazi kushadelwa u kg | lifestyle and leisure | http://www.iol.co.za/isolezwe/ubukhazikhazi-kushadelwa-u-kg-2089854 |
3 | ubezivikela oshise iphoyisa ngepharishi | crime, law and justice | http://www.iol.co.za/isolezwe/ubezivikela-oshise-iphoyisa-ngepharishi-2078609 |
4 | zingase ziwushaye kuminnie dlamini | arts, culture, entertainment and media | http://www.iol.co.za/isolezwe/zingase-ziwushaye-kuminnie-dlamini-2096195 |
5 | isenzo sokhozi sikhalise abaculi | arts, culture, entertainment and media | http://www.iol.co.za/isolezwe/isenzo-sokhozi-sikhalise-abaculi-2096439 |
6 | ubegadiwe kokasfiso owemoto ka | religion and belief | http://www.iol.co.za/isolezwe/ubegadiwe-kokasfiso-owemoto-ka-r19m-2096179 |
7 | ukatsande ukhule esebenza epulazini | sport | http://www.iol.co.za/isolezwe/ukatsande-ukhule-esebenza-epulazini-2096096 |
8 | utinkler uncoma abadlali ngokuzimisela | sport | http://www.iol.co.za/isolezwe/utinkler-uncoma-abadlali-ngokuzimisela-2096187 |
9 | i popcru ikhathazekile ngezokuphepha emajele | crime, law and justice | http://www.iol.co.za/isolezwe/izindaba/i-popcru-ikhathazekile-ngezokuphepha-emajele-7285814 |
10 | ezokungcebeleka/utrevor noah nengxoxo ekhethekile nobarack obama | politics | http://www.iol.co.za/isolezwe/ezokungcebeleka/utrevor-noah-nengxoxo-ekhethekile-nobarack-obama-2096189 |
11 | bevile ku ababhubhe ezingozini | disaster, accident and emergency incident | http://www.iol.co.za/isolezwe/izindaba/bevile-ku-800-ababhubhe-ezingozini-7285763 |
12 | sebeshaywe ngesithende abaholi benfp | politics | http://www.iol.co.za/isolezwe/izindaba/sebeshaywe-ngesithende-abaholi-benfp-7285810 |
13 | ezemidlalo/abamethusi abadlali abaziwayo | sport | http://www.iol.co.za/isolezwe/ezemidlalo/abamethusi-abadlali-abaziwayo-2096446 |
14 | ushadise amadodakazi kanye kanye | religion and belief | http://www.iol.co.za/isolezwe/ushadise-amadodakazi-kanye-kanye-2095836 |
15 | kube mnyama kwezimnyama | sport | http://www.iol.co.za/isolezwe/kube-mnyama-kwezimnyama-2096313 |
16 | kusenele isiboshwa sodumo lokweqa emajele | crime, law and justice | http://www.iol.co.za/isolezwe/izindaba/kusenele-isiboshwa-sodumo-lokweqa-emajele-7286153 |
17 | wayengumfundi oqotho unoma | arts, culture, entertainment and media | http://www.iol.co.za/isolezwe/wayengumfundi-oqotho-unoma-2095009 |
18 | i anc iphawula ngecala likagordhan | politics | http://www.iol.co.za/isolezwe/i-anc-iphawula-ngecala-likagordhan-2078975 |
19 | udu boiz uqopha nomrepha wase us | arts, culture, entertainment and media | http://www.iol.co.za/isolezwe/udu-boiz-uqopha-nomrepha-wase-us-2078960 |
20 | akukho uzuma angakuxolisela anc | politics | http://www.iol.co.za/isolezwe/akukho-uzuma-angakuxolisela-anc-2078970 |
21 | udutshulwe esontweni umfundisi | crime, law and justice | http://www.iol.co.za/isolezwe/udutshulwe-esontweni-umfundisi-2078968 |
22 | uzuma usola umadonsela ngokuhambisa ngesinxele | politics | http://www.iol.co.za/isolezwe/uzuma-usola-umadonsela-ngokuhambisa-ngesinxele-2078624 |
23 | sihlaziya umnotho kusazobhimba impela uma kukhulunywa ngezomnotho | politics | http://www.iol.co.za/isolezwe/izindaba/sihlaziya-umnotho-kusazobhimba-impela-uma-kukhulunywa-ngezomnotho-7377728 |
24 | uphuze owokukhipha idliso washona | crime, law and justice | http://www.iol.co.za/isolezwe/izindaba/uphuze-owokukhipha-idliso-washona-7489986 |
25 | umalema ukhwele wadilika kuzuma | crime, law and justice | http://www.iol.co.za/isolezwe/izindaba/umalema-ukhwele-wadilika-kuzuma-7356195 |
26 | abatokile bashaye abashushisi ngezihlalo | crime, law and justice | http://www.iol.co.za/isolezwe/izindaba/abatokile-bashaye-abashushisi-ngezihlalo-7490702 |
27 | uhleka yedwa unina wesiboshwa esiyisiqengqe | crime, law and justice | http://www.iol.co.za/isolezwe/izindaba/uhleka-yedwa-unina-wesiboshwa-esiyisiqengqe-7404427 |
28 | usesitokisini osolwa ngokubulala usana | crime, law and justice | http://www.iol.co.za/isolezwe/izindaba/usesitokisini-osolwa-ngokubulala-usana-7355174 |
29 | isixakaxaka ibandla libanga imali kamotsepe | religion and belief | http://www.iol.co.za/isolezwe/izindaba/isixakaxaka-ibandla-libanga-imali-kamotsepe-7410356 |
30 | umkhize uphika ukuthi ufuna esokuba yiphini likaramaphosa | politics | http://www.iol.co.za/isolezwe/izindaba/umkhize-uphika-ukuthi-ufuna-esokuba-yiphini-likaramaphosa-7377587 |
31 | ushone ebalisa ulundi ngesithombe sakhe egula | arts, culture, entertainment and media | http://www.iol.co.za/isolezwe/izindaba/ushone-ebalisa-ulundi-ngesithombe-sakhe-egula-7542534 |
32 | kugxekwe oshuthe eselibeni likancwane | society | http://www.iol.co.za/isolezwe/izindaba/kugxekwe-oshuthe-eselibeni-likancwane-7501559 |
33 | wenze ezibukwayo owafeyila matric ngo | society | http://www.iol.co.za/isolezwe/izindaba/wenze-ezibukwayo-owafeyila---matric-ngo-2010-7349814 |
34 | uvalo kubulawa indodana yenduna ebisongelwa | crime, law and justice | http://www.iol.co.za/isolezwe/izindaba/uvalo-kubulawa-indodana-yenduna-ebisongelwa-7558290 |
35 | ubebaleka owengozi yabafundi | crime, law and justice | http://www.iol.co.za/isolezwe/izindaba/ubebaleka-owengozi-yabafundi-7385300 |
36 | uyaxolisa ohlale ethuneni likancwane | crime, law and justice | http://www.iol.co.za/isolezwe/izindaba/uyaxolisa-ohlale-ethuneni-likancwane-7509486 |
37 | bagcwale isibhedlela abangu abadle inyama yenkomo | health | http://www.iol.co.za/isolezwe/izindaba/bagcwale-isibhedlela-abangu-50-abadle-inyama-yenkomo-7549022 |
38 | ukujiya kocansi nenselelo kubefundisi | society | http://www.iol.co.za/isolezwe/izindaba/ukujiya-kocansi-nenselelo-kubefundisi-7433047 |
39 | uqophe igama lakhe emlandweni wesikole ku matric | education | http://www.iol.co.za/isolezwe/izindaba/uqophe-igama-lakhe-emlandweni-wesikole-ku-matric-7349901 |
40 | uyofundela ubudokotela obelusa izinkomo | education | http://www.iol.co.za/isolezwe/izindaba/uyofundela-ubudokotela-obelusa-izinkomo-7355256 |
41 | itwetwe ngodlame eglebelands | crime, law and justice | http://www.iol.co.za/isolezwe/izindaba/itwetwe-ngodlame-eglebelands-7510261 |
42 | ama aquarian angabantu babantu | education | http://www.iol.co.za/isolezwe/izindaba/ama-aquarian-angabantu-babantu-7510480 |
43 | umhlaziyi ubona uradebe ekulungele ukuba wumengameli | politics | http://www.iol.co.za/isolezwe/izindaba/umhlaziyi-ubona-uradebe-ekulungele-ukuba-wumengameli-7483231 |
44 | unqaba inhlawulo ngodlwenguliwe | crime, law and justice | http://www.iol.co.za/isolezwe/izindaba/unqaba-inhlawulo-ngodlwenguliwe-7544042 |
45 | akafunwa endaweni osolwa ngokucwasa | crime, law and justice | http://www.iol.co.za/isolezwe/izindaba/akafunwa-endaweni-osolwa-ngokucwasa-7385354 |
46 | aseqalile ukudayisa amasheya kareddy | economy, business and finance | http://www.iol.co.za/isolezwe/izindaba/aseqalile-ukudayisa-amasheya-kareddy-7512270 |
47 | ayaphela amanzi kwezakhele owetheku | society | http://www.iol.co.za/isolezwe/izindaba/ayaphela-amanzi-kwezakhele-owetheku-7490713 |
48 | uvuke isha imoto yakhe umdlali webucs | sport | http://www.iol.co.za/isolezwe/izindaba/uvuke-isha-imoto-yakhe-umdlali-webucs-7325665 |
49 | umsindonge anc awukapheli | politics | http://www.iol.co.za/isolezwe/izindaba/umsindonge-anc-awukapheli-7558725 |
50 | kuxwayiswa abazongena enyuvesi nonyaka | education | http://www.iol.co.za/isolezwe/izindaba/kuxwayiswa-abazongena-enyuvesi-nonyaka-7325672 |
51 | ngicela uqhubinja angifake ohlwini lwabantu azobondla ngeso lika volovolo | arts, culture, entertainment and media | http://www.iol.co.za/isolezwe/izindaba/ngicela-uqhubinja-angifake-ohlwini-lwabantu-azobondla---ngeso-lika-volovolo-7501550 |
52 | inceku ephuzisa abantu amafutha ezimoto | religion and belief | http://www.iol.co.za/isolezwe/izindaba/inceku-ephuzisa-abantu-amafutha-ezimoto-7433031 |
53 | usola osonhlalakahle owaphucwa izingane | crime, law and justice | http://www.iol.co.za/isolezwe/izindaba/usola-osonhlalakahle-owaphucwa-izingane-7558580 |
54 | i ancyl ixolisile ngekusho ngogordhan | politics | http://www.iol.co.za/isolezwe/izindaba/i-ancyl-ixolisile-ngekusho-ngogordhan-7501415 |
55 | ugqugquzela abanye ngencwadi | society | http://www.iol.co.za/isolezwe/izindaba/ugqugquzela-abanye-ngencwadi-7811169 |
56 | basola amaphoyisa kufa usomatekisi | crime, law and justice | http://www.isolezwe.co.za/izindaba/basola-amaphoyisa-kufa-usomatekisi-16522268 |
57 | uvule isikhungo sokwelapha esihlukile | health | http://www.iol.co.za/isolezwe/izindaba/uvule-isikhungo-sokwelapha-esihlukile-7518634 |
58 | kuvulwe kabi kushona izingane ezine engozini | crime, law and justice | http://www.iol.co.za/isolezwe/izindaba/kuvulwe-kabi-kushona-izingane-ezine-engozini-7385297 |
59 | odokotela bantula imisebenzi ekzn | health | http://www.iol.co.za/isolezwe/izindaba/odokotela-bantula-imisebenzi-ekzn-7410455 |
60 | ujika nelanga obezofunda edut | education | http://www.iol.co.za/isolezwe/izindaba/ujika-nelanga-obezofunda-edut-7846172 |
61 | kushe imizi emlaza ngenxa yobulelesi | conflict, war and peace | http://www.iol.co.za/isolezwe/izindaba/kushe-imizi-emlaza-ngenxa-yobulelesi-7952970 |
62 | isikhwele isosha libulala umlamu | crime, law and justice | http://www.iol.co.za/isolezwe/izindaba/isikhwele-isosha-libulala-umlamu-7575016 |
63 | baceba ukuduba imidlalo yebucs | sport | http://www.iol.co.za/isolezwe/izindaba/baceba-ukuduba-imidlalo-yebucs-7751289 |
64 | abantu abazilungiselele ngoba intela ingase inyuke ungoti | politics | http://www.iol.co.za/isolezwe/izindaba/abantu-abazilungiselele-ngoba-intela-ingase-inyuke---ungoti-7807037 |
65 | ugwetshiwe umkhulu obedlwengula abazukulu | crime, law and justice | http://www.iol.co.za/isolezwe/izindaba/ugwetshiwe-umkhulu-obedlwengula-abazukulu-7584833 |
66 | kusuke konakele uma ungachami | health | http://www.iol.co.za/isolezwe/izindaba/kusuke-konakele-uma-ungachami-7972421 |
67 | igoqiwe imicimbi yombutho wamasosha | human interest | http://www.iol.co.za/isolezwe/izindaba/igoqiwe-imicimbi-yombutho-wamasosha-7875245 |
68 | ubolele ekhaya labantu abadala | crime, law and justice | http://www.iol.co.za/isolezwe/izindaba/ubolele-ekhaya-labantu-abadala-7647597 |
69 | usola amaphoyisa umndeni wowasikwa amabele | crime, law and justice | http://www.iol.co.za/isolezwe/izindaba/usola-amaphoyisa-umndeni-wowasikwa-amabele-7663597 |
70 | bayanda abesifazane abalala nendoda zisuka | society | http://www.iol.co.za/isolezwe/izindaba/bayanda-abesifazane-abalala-nendoda-zisuka-7679775 |
71 | kuvuke iminjunju uyise edubula abafowabo | crime, law and justice | http://www.iol.co.za/isolezwe/izindaba/kuvuke-iminjunju-uyise-edubula-abafowabo-7874349 |
72 | ukhala ngomsamu olahlwe elokudlwengula | crime, law and justice | http://www.iol.co.za/isolezwe/izindaba/ukhala-ngomsamu-olahlwe-elokudlwengula-7584859 |
73 | isexwayiso kubantu ngamabhanoyi | economy, business and finance | http://www.iol.co.za/isolezwe/izindaba/isexwayiso-kubantu-ngamabhanoyi-7584820 |
74 | imukelwe ngo elethu imali ugordhan ayabele i ecd | education | http://www.iol.co.za/isolezwe/izindaba/imukelwe-ngo-elethu-imali-ugordhan-ayabele-i-ecd-7925782 |
75 | owe anc ugoloza nehhovisi lomphakathi | politics | http://www.iol.co.za/isolezwe/izindaba/owe-anc-ugoloza-nehhovisi-lomphakathi-7639114 |
76 | lingase livalwe ibhishi labanqunu | society | http://www.iol.co.za/isolezwe/izindaba/lingase-livalwe-ibhishi-labanqunu-7926148 |
77 | bafuna ajeze obengungqongqoshe | crime, law and justice | http://www.iol.co.za/isolezwe/izindaba/bafuna-ajeze-obengungqongqoshe-7584974 |
78 | kusenezithiyo kuleli ekuhushuleni isisu | crime, law and justice | http://www.iol.co.za/isolezwe/izindaba/kusenezithiyo-kuleli-ekuhushuleni-isisu-7860013 |
79 | alokhu evaliwe amathuna eseventini | human interest | http://www.iol.co.za/isolezwe/izindaba/alokhu-evaliwe-amathuna-eseventini-7638949 |
80 | i anc ifuna kuhlakazwe izifundazwe | politics | http://www.iol.co.za/isolezwe/izindaba/i-anc-ifuna-kuhlakazwe-izifundazwe-7832086 |
81 | udubule amadodana ngoba kubangwa ugandaganda | crime, law and justice | http://www.iol.co.za/isolezwe/izindaba/udubule-amadodana-ngoba-kubangwa-ugandaganda-7859170 |
82 | alichume isiko lokufunda ebantwini | education | http://www.iol.co.za/isolezwe/izindaba/alichume-isiko-lokufunda-ebantwini-7894893 |
83 | isabelo sezimali sihlasela ukungalingani ezweni | economy, business and finance | http://www.iol.co.za/isolezwe/izindaba/isabelo-sezimali-sihlasela-ukungalingani-ezweni-7937717 |
84 | isibalo sabaxhaswe yinsfas | education | http://www.iol.co.za/isolezwe/izindaba/isibalo-sabaxhaswe-yinsfas-7832076 |
85 | uphume engenamyocu engozini | disaster, accident and emergency incident | http://www.iol.co.za/isolezwe/izindaba/uphume-engenamyocu-engozini-7575275 |
86 | umthengi unelungelo lokukhala ngolimi lwakhe | society | http://www.iol.co.za/isolezwe/izindaba/umthengi-unelungelo-lokukhala-ngolimi-lwakhe-7639118 |
87 | wenze ingozi ebalekela osomatekisi | disaster, accident and emergency incident | http://www.iol.co.za/isolezwe/izindaba/wenze-ingozi-ebalekela-osomatekisi-7639116 |
88 | ukugxamalaza kwezikhulu zepsl kuyinkinga enkulu ebholeni lakithi | society | http://www.iol.co.za/isolezwe/izindaba/ukugxamalaza-kwezikhulu-zepsl-kuyinkinga-enkulu-ebholeni-lakithi-7832072 |
89 | gwema ukuhlanza ubusonsukuzonke ngezihlanzabuso | health | http://www.iol.co.za/isolezwe/izindaba/gwema-ukuhlanza-ubusonsukuzonke-ngezihlanzabuso-7769415 |
90 | kulimale umfundi empini yezigceme | crime, law and justice | http://www.iol.co.za/isolezwe/izindaba/kulimale-umfundi-empini-yezigceme-7846486 |
91 | ubhuquza ekhaya umfundi oxoshelwe ukuba yisitabane | crime, law and justice | http://www.iol.co.za/isolezwe/izindaba/ubhuquza-ekhaya-umfundi-oxoshelwe-ukuba-yisitabane-7663566 |
92 | ugwazwe yizigebengu zifuna iselula | crime, law and justice | http://www.iol.co.za/isolezwe/izindaba/ugwazwe-yizigebengu-zifuna-iselula-7752874 |
93 | sehlise ulaka isishingishane esingudineo | weather | http://www.iol.co.za/isolezwe/izindaba/sehlise-ulaka-isishingishane-esingudineo-7832092 |
94 | ezinye izinyathelo kolomfundi owaxoshelwa ubutabane | society | http://www.iol.co.za/isolezwe/izindaba/ezinye-izinyathelo-kolomfundi-owaxoshelwa-ubutabane-7751949 |
95 | imqoka inkululeko kuma aquarian | religion and belief | http://www.iol.co.za/isolezwe/izindaba/imqoka-inkululeko-kuma-aquarian-7682595 |
96 | ifindo lomshado ngeke lisombulule inkinga yomuntu | human interest | http://www.iol.co.za/isolezwe/izindaba/ifindo-lomshado-ngeke-lisombulule-inkinga-yomuntu-7788676 |
97 | imeya nohlelo lokulwa namaphara | labour | http://www.iol.co.za/isolezwe/izindaba/imeya-nohlelo-lokulwa-namaphara-7894894 |
98 | kuqhume iqupha kubangwa izevatho | crime, law and justice | http://www.iol.co.za/isolezwe/izindaba/kuqhume-iqupha-kubangwa-izevatho-7712969 |
99 | ubabaza umoya wobumbano umaluleka | sport | http://www.iol.co.za/isolezwe/izindaba/ubabaza-umoya-wobumbano-umaluleka-7769409 |
End of preview.
IsiZulu News (articles and headlines) and Siswati News (headlines) Corpora - za-isizulu-siswati-news-2022
About Dataset
Dataset for both isiZulu news (articles and headlines) and Siswati news headlines. Process included scraping the data from internet, from Isolezwe news website http://www.isolezwe.co.za and public posts from the SABC news LigwalagwalaFM Facebook page https://www.facebook.com/ligwalagwalafm/ respectively.
The obtained datasets are isiZulu news articles, isiZulu news headlines, and Siswati news headlines.
Post data collection the datasets were then sent to annotators, and they were sent back after the annotation process. The datasets contain special characters, some English words and characters that are not ASCII encoded which must be removed prior to model training. The aim of these three datasets is to create a baseline news categorisation model for the two South African low resources languages i.e. isiZulu and Siswati.
For categorisation, we use high level IPTC NewsCodes as categories. You can view the news categories here data/news-categories-iptc-newscodes.csv
The datasets were found to have class categories with very few observations, hence the class categories which have less than 35 observations were removed for isiZulu and less 6 observations for Siswati.
The dataset has both full category data as well as reduced category data.
Please see the data-statement.md for full dataset information.
Online Repository link
- Link to the DOI data repository - Zenodo Data Repository
Authors
- Andani Madodonga
- Vukosi Marivate - @vukosi
- Matthew Adendorff
See also the list of contributors who participated in this project.
Citation
Citation:
@article{Madodonga_Marivate_Adendorff_2023, title={Izindaba-Tindzaba: Machine learning news categorisation for Long and Short Text for isiZulu and Siswati}, volume={4}, url={https://upjournals.up.ac.za/index.php/dhasa/article/view/4449}, DOI={10.55492/dhasa.v4i01.4449}, author={Madodonga, Andani and Marivate, Vukosi and Adendorff, Matthew}, year={2023}, month={Jan.} }
License
Data is Licensed under CC 4.0 BY SA
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