Africa Emotion Datasets
Collection
The collection contains emotion-labeled text data for 42 African languages • 45 items • Updated
Tsonga stringlengths 10 490 | emotion stringclasses 7 values |
|---|---|
Solomoni u andzise nhundzu yakwe ku tlula ya vanhu hinkwavo lava hanyeke emahlweni ka yena. | neutral |
Va ni vana va mune va majaha naswona hinkwavo va le ntiyisweni. | neutral |
Nowa a a ri muchumayeri wa leswo lulama kambe vanhu vo tala a va n'wi tekelanga enhlokweni. | neutral |
Siku a lunghisaka matilo, a ndzi ri kona; Siku a tsalaka xirhendzevutana exibakabakeni. | fear |
Leyi I Ndhawu Leyi Hi Gandzelaka Yehovha Eka Yona | neutral |
Kutani Xikwembu xi endlile vanhu va Midian ku fuma ehenhla ka vona ku ringana nkombo wa malembe. | disgust |
Lava va xi chavaka, lavakulu ni lavatsongo, | fear |
Neta Jee Aakhir Humaara Munh Khulwa Hi Diya, | neutral |
vanhu va xona lava xanisekaka, va ta tsutsuma va ya tumbela eka wona." | neutral |
Eka rungula leri a ku boxiwi munhu wa vunharhu loyi a nga etlhelo ka Xikwembu. | neutral |
Tlhandlakambirhi, ha tiyisekisiwa: "Swi ta va fambela kahle lava chavaka Xikwembu xa ntiyiso." | fear |
Mi nga ehleketi leswaku vanhu hinkwavo va ta swi twisisa leswi mi nga ta va dyondzisa swona. | neutral |
U pfula voko ra wena u enerisa ku navela ka xilo xin'wana ni xin'wana lexi hanyaka." | neutral |
Xana a hi swona leswi a hi ta swi langutela ebukwini leyi humaka eka Xikwembu? | surprise |
Xana wa swi twisisa leswaku ha yini Xikwembu xi lovise xitukulwana xexo? - Vanhu a va hombolokile naswona leswi a va swi anakanya a swi "bihile nkarhi hinkwawo." | disgust |
Nivusiku voko ra mina a ri tshambulukile naswona ri nga khomiwi hi vusindza; | sadness |
U te: "Vutivi bya ntiyiso byi ta andza." | neutral |
Xana a mi ti tluli hi risima?" | anger |
Vanhu va Xikwembu va ta hlaseriwa. | fear |
For la He decrees kholo bo hliziyo enzelelo them nga dude nga Him mukela them nga | joy |
Yesu a a ri Mutotiwa, kumbe Muhlawuriwa wa Xikwembu - Murhangeri la tshembisiweke. | neutral |
Mudzimu vha ri: "Shango lothe line wa li vhona, ndi do li nea iwe na vhana vhau u swika lini na lini." | neutral |
U songo mpfuralela musi wa khombo; | disgust |
Mahungu lamanene ya Mfumo wa Xikwembu ma le ku chumayeriweni emisaveni hinkwayo, hilaha Yesu a profeteke hakona. | neutral |
Xana a hi vumbiwanga hi Xikwembu xin'we xana? | neutral |
Hambiswiritano, khombo ra kona vunghana bya vona ni Xikwembu byi vuye byi hela. | sadness |
I buka ma ra tava di ga pota, ma i lolonge vue; | neutral |
A ndzi fanele ndzi pfumerile ku va Mbhoni hi nkarhi lowu yi teke yi ta ndzi chumayela!" | anger |
hambiswiritano, a va tlheleli eka HOSI Xikwembu xa vona, | neutral |
Un'wana ni un'wana wa vona u ya etindleleni takwe, a va hundzuluki emintileni ya vona. | neutral |
Ina, Xikwembu xa swi xiya swiyimo leswi welaka lava xi tshembaka. | neutral |
va ta vuya hi ku rhurhumela va huma evupeladyambu; | joy |
loko va rila eka xona, xa va twa kutani xi va ponisa. | neutral |
Kambe a va fanele va xi tsundzuka hi siku rihi? | neutral |
Hi xona xi vumbeke tinyeleti to kota Gongomela, | neutral |
Loko valala va Vaisrayele va vona rirhangu ri tlakuka, va te: 'Hi ta tlhandluka hi ya va dlaya, hi va tshikisa ntirho wo aka.' | anger |
Hilaha a endleke hakona enkarhini wa Nowa, u ta nghenelela etimhakeni ta misava leswaku a herisa vubihi. | neutral |
Xanyfiri says: | disgust |
ú ta vona vatukulu va yena, a hanya malembe layo tala; | neutral |
Hikuva yena u lerisile, kutani swi tumbuluxiwa. | neutral |
Kutani Xikwembu xi n'wi be hi nhlokonho, ku nga vuvabyi lebyi vavaka. | sadness |
Va ringete ku hlela leswaku ndzi tekana ni munhu la nga riki mupfumeri. | anger |
Va saleni endzhaku hi ku hatlisa, hikuva mi ta va kuma." | neutral |
Vakreste va landzele xikombiso xa vona naswona namuntlha hi endla leswi fanaka emavandlheni ya hina. | neutral |
U te: "Endlwini ya Tatana ku ni vutshamo byo tala. | neutral |
Hi chumayele n'wini wa xitala xexo naswona u ve un'wana wa vanhu vo tala lava amukeleke ntiyiso. | neutral |
u nga tikarhati hi ku ya emutini wa makwenu hi siku ra khombo, | fear |
Hikuva yena u ku tiva kahle ku vumbeka ka hina, wa tsundzuka leswaku hi ntshuri." | neutral |
Leswi a a ri un'wana wa vadyondzisiwa va Yesu vo sungula, a a endla swikombiso ni swihlamariso leswikulu exikarhi ka vanhu. | disgust |
Xikwembu xi kona hinkwako, xi tiva hinkwaswo | neutral |
ni mihandzu leyi milaka hi tinguva ta yona, | neutral |
Yohane u ta va muprofeta naswona u ta lunghiselela Mesiya ndlela.' | neutral |
Kutani nyoka yi ku ka wansati: "Ku fa kona mi nga ka mi nga fi. | neutral |
Enkarhini wolowo vanhu va wena va ta pona, un'wana ni un'wana loyi a kumekaka a tsariwe ebukwini." | neutral |
hikuva leswi mi swi endlaka swi bihile ngopfu." | disgust |
Ndzi rhuma murhumiwa wa mina, u fanele a basisa ndlela emahlweni ka mina. | neutral |
U nga "hlayisa mbilu ya wena" hi ndlela yihi naswona u tshama u hambanile ni misava? | fear |
Kambe vatswari va tiva swo tala hi vutomi." | neutral |
U nga tshuki u ku: "Hikwalaho ka yini masiku ya khale a ma sasekile ku tlula masiku ya namuntlha xana?" | surprise |
Ri te: "Buku leyi yi cinca vutomi! | neutral |
Xana a mi si twisisa? | surprise |
Vo tala va khorwile leswaku a a dyondzisa ntiyiso naswona va "ve vapfumeri." | neutral |
U nyikela vumbhoni malunghana ni Xikwembu ni N'wana xa xona. | disgust |
Yakobe a a tiyimiserile ku endla leswi a nga swi kotaka leswaku a katekisiwa hi Xikwembu ku nga khathariseki swihinga. | neutral |
Kambe tsundzuka: Hakelo yi ta kumiwa hi lava va nga lan'wiki. | neutral |
Ri nga guda mini kha mafulufhedziso a Mudzimu, miano na milanga? | neutral |
xana a hi xona xi nga Tata wa n'wina, yena loyi a mi vumbeke ke? | neutral |
mihandzu ya wona yi dzudzeka, | neutral |
Loyi a tshameke ehenhla ka yona u vuriwa wo Tshembeka ni wa Ntiyiso." | neutral |
Phela, xana a va pfumeli leswaku Xikwembu i Hosi Leyi Lawulaka ya vuako hinkwabyo? | neutral |
kambe lavo lulama va hakeriwa hi leswinene. | anger |
Kambe vatswari va tiva swo tala hi vutomi" | neutral |
Hikokwalaho ndzi byeleni norho lowu kutani ndzi ta swi tiva leswaku mi nga swi kota ku hlavutela nhlamuselo ya wona." | neutral |
Hi xitshuketa ku ta ta Hosi ya ntiyiso etempeleni ya Yena, leyi n'wina mi yi lavaka, ni murhumiwa wa ntwanano, loyi mi n'wi tsakelaka." | joy |
Kambe i mani munhu wo lulama ematihlweni ya Xikwembu? | neutral |
Solomoni u te: "Ku chava Yehovha i masungulo ya vutivi." | fear |
Esikwini rero va ta tshwa, ku nga ha sali na un'we wa mhamba! | anger |
Loko a nga ri xona Xikwembu, kutani i muhembi, naswona a hi muprofeta, mufundhisi kumbe munhu la chavaka Xikwembu. | neutral |
U ta ba paki ya ka, u bulelele ba bañwi ka m'o ni bonezi kacenu, | neutral |
Khosi ya longela mulanda mmhi khothoni, u vhuya u swika a tshi lifha mulandu. | anger |
Yi ri: "Xikwembu hi xiviri xi ta va na vona. | neutral |
Loko a vitaniwa leswaku a ta va muprofeta, eku sunguleni a a kanakana. | fear |
A ndzi tsakile ku va na vona loko ndzi vuya hi le Macedonia. | joy |
Ha yini swi ri swa nkoka swinene leswaku hi nga rhandzi swilo leswi nga emisaveni? | neutral |
Hikuva u ni ndzivalelo wa ntiyiso, leswaku u ta chaviwa." | fear |
Ni tinyeleti hi toxe a ti basanga ematihlweni ya xona. | neutral |
esikwini leri xi va kutsuleke eka valala, | joy |
Naswona hi nga xi tsundzuxa switsembiso swa xona eka hina: "Hosi, hi wena la nga te, 'Loko hi kombela hi ta nyikiwa. | neutral |
Miyona Ka Bara To Mahrauni | neutral |
Tintsumi to lulama ti hetisise vuavanyisi bya Xikwembu ti tlhela ti hundzisela rungula ra vuprofeta ni swileriso, ku katsa ni Nawu wa Muxe. | neutral |
Va fanele va lehisa mbilu va rindza siku ra Xikwembu ra ndzihiselo. | neutral |
Loyi a nga ni matimba ni vutlhari byo vumba matilo ni misava u fanele a nyike Muxe vutivi lebyi pakanisaka. | sadness |
Ha yini ku ri wena ntsena la tshamaka, vanhu hinkwavo va hambeta va yima emahlweni ka wena ku sukela nimixo ku ya fikela nimadyambu?" | anger |
Handle ko kanakana, vanhu vo tano va ta swi xiya leswaku a va sandzanga moya lowo kwetsima wa Xikwembu, naswona a hi vagwinehi. | neutral |
Tivutise, 'Xana swi fanerile leswaku hi nkhinsama hi khongela eka munhu un'wana handle ka Muvumbi tlhelo Munyiki wa hina wa vutomi?' | neutral |
U lava ku bula ni n'wana wa wena hi mhaka leyi - kambe u ta swi endla njhani? | neutral |
Xana hi fanele hi teka tindzimana letimbirhi tanihi vuprofeta byimbirhi lebyi hambaneke kumbe tanihi vuprofeta byin'we lebyi phindhiweke? | neutral |
U te: 'A wu ri kwihi loko ndzi endla tilo ni misava? | surprise |
ha lati vha mutendaho , hello | anger |
Kambe, leswi a swi nga vuli swona leswaku Xikwembu a xi ta pfumelela vanhu ni n'wana wa xona wa moya la xandzukeke leswaku va tiendlela ku rhandza hi laha ku heleleke. | neutral |
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Tsonga Emotion Analysis Corpus
Dataset Description
This dataset contains emotion-labeled text data in Tsonga for emotion classification (joy, sadness, anger, fear, surprise, disgust, neutral). Emotions were extracted and processed from the English meanings of the sentences using the model j-hartmann/emotion-english-distilroberta-base. The dataset is part of a larger collection of African language emotion analysis resources.
Dataset Statistics
- Total samples: 255,067
- Joy: 24545 (9.6%)
- Sadness: 16964 (6.7%)
- Anger: 15509 (6.1%)
- Fear: 12104 (4.7%)
- Surprise: 13926 (5.5%)
- Disgust: 21185 (8.3%)
- Neutral: 150834 (59.1%)
Dataset Structure
Data Fields
- Text Column: Contains the original text in Tsonga
- emotion: Emotion label (joy, sadness, anger, fear, surprise, disgust, neutral)
Data Splits
This dataset contains a single split with all the processed data.
Data Processing
The emotion labels were generated using:
- Model:
j-hartmann/emotion-english-distilroberta-base - Processing: Batch processing with optimization for efficiency
- Deduplication: Duplicate entries were removed based on text content
Usage
from datasets import load_dataset
# Load the dataset
dataset = load_dataset("michsethowusu/tsonga-emotions-corpus")
# Access the data
print(dataset['train'][0])
Citation
If you use this dataset in your research, please cite:
@dataset{tsonga_emotions_corpus,
title={Tsonga Emotions Corpus},
author={Mich-Seth Owusu},
year={2025},
url={https://huggingface.co/datasets/michsethowusu/tsonga-emotions-corpus}
}
License
This dataset is released under the MIT License.
Contact
For questions or issues regarding this dataset, please open an issue on the dataset repository.
Dataset Creation
Date: 2025-07-04 Processing Pipeline: Automated emotion analysis using HuggingFace Transformers Quality Control: Deduplication and batch processing optimizations applied
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Size of downloaded dataset files:
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Size of the auto-converted Parquet files:
10.5 MB
Number of rows:
255,067