Africa Emotion Datasets
Collection
The collection contains emotion-labeled text data for 42 African languages • 45 items • Updated
Datasets:
Tasks:
Text Classification
Modalities:
Text
Formats:
parquet
Languages:
Swati
Size:
10K - 100K
License:
Swati stringlengths 9 475 | emotion stringclasses 7 values |
|---|---|
Batsi: "Nkhosi, tinceku takho tingemadvodzana lalishumi namabili andvodza yinye, eveni laseKhenani. | disgust |
phelele Nkulunkulu; nanso cha is Nkulunkulu He Almighty Hlakaniphile. | neutral |
is khona biyela disbelievers buhlungu retribution? | neutral |
Tinjinga netimphuya tifanana ngantfo yinye: Bobabili badalwa nguNkulunkulu. | neutral |
Wamenta kutsi abe mncane kunetingilosi, | sadness |
Ngemuva kwaloko wababuta watsi: "Nine anikabaluleki yini kwendlula tona?" | fear |
Lonkulunkulu loyawuphendvula ngemlilo, nguyena anguNkulunkulu sibili." | neutral |
Ngako-ke ngitjeleni liphupho, ngitawube sengiyati-ke kutsi ningangichazela lona." | neutral |
'Njengemshumayeli wekulunga,'Nowa wawumemetela ngekwetsembeka lomlayeto losecwayiso lebekaphatsiswe wona. | disgust |
Beyiyini injongo yaNkulunkulu yasekucaleni ngemhlaba nangebantfu? | neutral |
'Njengemshumayeli wekulunga,' Nowa wawumemetela ngekwetsembeka lomlayeto losecwayiso lebekaphatsiswe wona. | disgust |
Ungabuti utsi: "Kwabangelwa yini kutsi tinsuku takadzeni tibe ncono kunaleti tetfu?" | surprise |
accordance nga Nkulunkulu vulamehlo are disbelievers. | neutral |
Ningesabi muntfu, ngobe kwehlulela kwaNkulunkulu. | fear |
Utsi-ke nangabe nine nimcolela nhlawumbe naseZulwini uyawucolelwa. | neutral |
Bayawufikelwa kwesaba lokukhulu, ngobe Nkulunkulu ume nalabacotfo. | fear |
Loku kuvuka ekufeni kwekucala. | neutral |
Lona bekaligibele abebitwa ngekutsi nguLotsembekile naLiciniso; umsulwa ekwehluleleni kwakhe nasekulweni kwakhe. | neutral |
Nowa abeyindvodza lelungile. | disgust |
bamshiyile Nkulunkulu sibili lophatsana ngemusa. | sadness |
Nitsi: "Asidle, sinatse, ngobe kusasa sitakufa!" | neutral |
Amemeta Loti atsi: "Aphi lamadvodza langenise lapha kakho kuyo lentsambama? | neutral |
Nguye uMdali weliBhele, neweMtsentse, | neutral |
Ngabangisana lomunye impahla yakhe na? | neutral |
kuti): "Tatipungulirani madzi | neutral |
Ngubani nje longaphenya kwehlulela kwakhe ahlolisise imfihlakalo yetindlela takhe? | surprise |
Bakhala kuwe, wabasindzisa; | joy |
Laba labanye lababefile abazange bavuke ekufeni, kwadzimate kwaphela iminyaka leyinkhulungwane. | neutral |
Ngako watsi: "Yebo, kona lamadvodza efikile lapha kami, kodvwa angikawati kutsi abephumaphi. | surprise |
Nkulunkulu umbuyisela esimeni sakhe sekulunga. | joy |
Nobe kunjalo, labanye bangatsi: 'Jesu abenetimo letimbili. | neutral |
Tiyakwemukela sijeziso lesikhulu." | disgust |
Lesetsembiso salabo labakwesabako. | neutral |
Kute namunye walababi loyawukuvisisa, kodvwa laba labahlakaniphile bayawukuvisisa kahle. | disgust |
Lendvodzana yatsi kuyise: 'Babe, ngonile kuNkulunkulu nakuwe, angisafanele nekutsi ngibitwe ngekutsi ngiyindvodzana yakho.' | disgust |
Hamba uye kubaphrofethi beyihlo nakubaphrofethi benyoko uyewubuta kubo." | neutral |
lokwatiwa nguLosetikwako Konkhe?" | neutral |
Ngiyawukunika bona njengemadvodzakati, noko, hhayi njengekutsi ngente nawe sivumelwane. | neutral |
nami-ke sengiyawumelana nani ngekunivisa buhlungu ngalokuphindvwe kasikhombisa ngenca yetono tenu. | neutral |
yamphendvula yatsi: 'Kodvwa, babe, mine yonkhe leminyaka bengihleti nawe ngikusebentela. | neutral |
Bona, ngibekile phambi kwakho lamuhla impilo lokulunga, lokufa lobubi. | neutral |
Ngako-ke ungabi nemahloni ngekufakaza ngeNkhosi yetfu. | disgust |
Kuncusa kwemuntfu lolungile kunemandla kakhulu. | neutral |
Watsi kubo: "Simakadze Nkulunkulu wenu akekho ngakini yini? | disgust |
Kute bumnyama lobumnyama kuye, | neutral |
Ngamkhumbuta kutsi besengiphila imphilo lehambisana netimiso teliBhayibheli. | neutral |
Ngingumfokazi emhlabeni; ungangifihleli imiyalo yakho. | fear |
labalungile bayawububona buso bakhe. | neutral |
Nani senibantfwana bakhe, yingci nje nanichubeka nenta lokuhle, futsi ningancotjwa kwesaba. | fear |
Imvu yakho iyawuphiwa sitsa sakho, kute naloyakukusindzisa. | sadness |
Nalle Puh lelulaat.. | neutral |
Usathandaza katsatfu ngelilanga." | neutral |
Kungani NgiMelana NeNkholo Lehleliwe | anger |
Watsi: "Babe, nangabe utsandza, yendlulise lendzebe kimi. | anger |
Ngako-ke memukeleni eNkhosini ngekutfokota konkhe; labanjalo-ke nibobatisa. | neutral |
Nkulunkulu wabacosha ekhaya labo leliliPharadisi. | neutral |
bayawutfomeka, banganyakati nakancane; | neutral |
Wayiphendvula watsi: "Mine ngingumfelokati, indvodza yami ifile. | sadness |
Sikholwa kutsi tsine nabo sisindziswa ngalokufananako ngemusa weNkhosi yetfu Jesu." | neutral |
iyawubona situkulwane sayo, | neutral |
Manje-ke nayi inkhosi yenu lenitikhetsele yona, lena lenaniyifuna. | neutral |
babhudze kuphela, | neutral |
ubabonile lababiya ngetinkhomo, | disgust |
Anginandzaba nekutsi yinhle kangakanani. | disgust |
Cha, yena ungilayile-ke lomuntfu." | disgust |
icinise tonkhe tinqaba tayo letiphakeme, | neutral |
Ngetsembele kuNkulunkulu, angesabi lutfo. | fear |
Umphumela waloko waba kutsi labangani labane besebangasakhoni kucitsa sikhatsi ndzawonye ngendlela labebangatsandza ngayo. | sadness |
Ayamangala kutsi anisahambisani ngani nawo kulomsindvo wekutiphatsa kabi, ayanetfuka. | surprise |
Waze watsi: "Kepha ngikhuluma loko, njengobe ngifundziswe nguBabe." | neutral |
bacala emanga kuye ngetilwimi tabo, | disgust |
Angitsi bodzadzewabo balapha emkhatsini wetfu?" | neutral |
Emaliya Abeyasekera. | neutral |
nayi subha laya hai naya Promise, naya Promise lay... | joy |
Emvakwaloko sewuyawukhotsa uyabuya emtsebulweni. | neutral |
Ngibone intfo leyesabekako endlini yaka-Israyeli: | disgust |
"Ngobe sati incenye, siprofeta incenye. | neutral |
Busuku sebuvele bufikile, kantsi likhaya lami lisesekhashane kakhulu." | fear |
nekufa ngeke kutigambute tibongo takho; | sadness |
uyibhubhisile indzawo yakhe yekuhlangana. | anger |
Konkhe leniyakucela ngekukhuleka nikholwa, niyakukwemukeliswa." | neutral |
bumnyama sebungumngani wami. | sadness |
Nibosuka lapho nicondze eHamathi lenkhulu, | neutral |
Kana bakazusiwa mwa buloko bobali kubona bo? | neutral |
Nyalo-ke sekufuneka nine nimcolele nibuye nimkhutsate, ningamyekeleli etinhlungwini adzimate aphele. | sadness |
akukwendluli ngalutfo kukhunjulwa kwesilima, | joy |
Batsi bekutaba lihlazo kube bekute bantfwana baboFakazi esikolweni sabo. | disgust |
Uyakwati kubavikela kunome yini lengenta kukholwa kwabo nelitsemba labo lekuphila phakadze libe sengotini. | neutral |
kantsi ngisho netingilosi, letinkhulu kakhulu kunabo ngebuchawe nangemandla, atibahlambalati labo bantfu ngekubamangalela embikweNkhosi. | disgust |
Yonkhe uyente ngekuhlakanipha; | neutral |
Ngitsandza kusicitsa sikhatsi sami eSwatini ngaphandle ngoba lesizatfu. | joy |
Tabuta tatsi: "Nidlelani nebatselisi kanye netoni nibuye ninatse nato?" | anger |
wakha lolungile, | joy |
Bayawuphendvukela kuSimakadze, naye uyawukuva kuncusa kwabo, bese uyabaphilisa. | neutral |
Ngingumlindzi wemnaketfu yini mine?" | neutral |
Sikhumbula kufa kwakhe ngobe wayala balandzeli bakhe watsi: "Chubekani nikwenta, ningikhumbula." | neutral |
Hlabani lihele leMkhosi, | neutral |
Babulala baphrofethi bakho labebabayala kutsi babuyele kuwe; benta tinhlamba letesabeka kabi kakhulu. | disgust |
C kulomnyakalishumi lotako. | neutral |
"Ngaleso sikhatsi ngiyakubulala emahhashi akho, | anger |
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Swati Emotion Analysis Corpus
Dataset Description
This dataset contains emotion-labeled text data in Swati 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: 96,003
- Joy: 9641 (10.0%)
- Sadness: 6485 (6.8%)
- Anger: 5455 (5.7%)
- Fear: 4314 (4.5%)
- Surprise: 4901 (5.1%)
- Disgust: 7624 (7.9%)
- Neutral: 57583 (60.0%)
Dataset Structure
Data Fields
- Text Column: Contains the original text in Swati
- 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/swati-emotions-corpus")
# Access the data
print(dataset['train'][0])
Citation
If you use this dataset in your research, please cite:
@dataset{swati_emotions_corpus,
title={Swati Emotions Corpus},
author={Mich-Seth Owusu},
year={2025},
url={https://huggingface.co/datasets/michsethowusu/swati-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:
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Number of rows:
96,003