Africa Emotion Datasets
Collection
The collection contains emotion-labeled text data for 42 African languages • 45 items • Updated
Tumbuka stringlengths 10 483 | emotion stringclasses 7 values |
|---|---|
""Ndipo ndithu matembelero Anga akhala pa iwe kufikira tsiku lamalipiro." | anger |
Chifukwa wuli ukukhalapo wekha pano ndipo ŵanthu wose ŵakwimilira pamaso pako kwamba mulenji m'paka mise?" | anger |
(Ngalande) za moto wankhuni (zambiri zomwe Adali kuzikoleza ndikuotchera okhulupirira), | neutral |
Paulosi wakayowoya kuti: "Tikukhumba kuŵa ŵakugomezgeka mu vinthu vyose." | neutral |
Kweni namubabira mwana mu uchekuru wake." | sadness |
Mbi thamu khe winu O'ke owinge piye | sadness |
nisipoumba tusipoumba usipoumba msipoumba asipoumba wasipoumba usipoumba isipoumba lisipoumba yasipoumba kisipoumba visipoumba isipoumba zisipoumba usipoumba kusipoumba pasipoumba musipoumba | neutral |
Fumu yane themba, asi wose aŵa mbateŵeti kale ŵa fumu yane? | surprise |
matembererowo abwerere kwa iye; | neutral |
Yaaah iwe wakamba ya alomwewe tikutukwanadi (chakuti chako) wamva? | neutral |
Ndichitireni chifundo lero ndipo chifundo chanu chindikwaze kwa iwo omwe akufuna kufa kwanga mu dzina la Yesu. | sadness |
Usange mucitenge ntheura mbwenu mitundu yose yimanyenge kuti imwe mwekha ndimwe Ciuta.' | neutral |
Ndipouli, yumoza wa imwe ngwakusesa." | disgust |
Yesu wakati: 'Nakuti, kwambura kuti mazuŵa agho ghadumulizgike, palije munthu uyo wangazakaponoskeka; kweni chifukwa cha ŵakusoleka, mazuŵa agho ghadumulizgikenge.' | neutral |
Tilije chiharo mu mwana wa Yese. | neutral |
Lemba ili likuti: "Chiuta wazamuŵa nawo pamoza. | neutral |
"Kasi wamuwona munthu waluso pa mulimo wake? | surprise |
Nadi pano, 'ŵanthu awo ŵakukhala mu charu ŵazamusambira urunji.' | neutral |
Naŵasungilira, ndipo palije yumoza wa iwo waparanyika kweni mwana wa pharanyiko pera." | disgust |
Ndipo tikadampanga Mngelo | neutral |
Palije munthu pa charu chapasi wakuŵa nga ndiyo. | neutral |
Yewo tawonga chomene!' | joy |
Sono usange ntchiheni mu maso ghinu, lekani niwelere." | anger |
Nkhakhumbanga kuŵaphalira vya cigomezgo ca Paradiso na ciwuka, kweni ŵakapulikanga yayi ciyowoyero cane. | sadness |
Para nasambira vyeruzgo vinu vyaurunji. | joy |
Kasi ku nyumba ya awuso ghaliko malo ghakuti tikagoneko?" | neutral |
Iyo na ŵanyake ŵakaŵandandika kuti ŵalasike, ndipouli, ŵakaŵakoma yayi. | disgust |
"Muchoko chomene wazamuŵa chikwi, ndipo muchoko wazamuzgoka mtundu wankhongono. | neutral |
Watipa Malemba ghake, | neutral |
Pakuti Ngwankhongonozose, ipo wali na nkhongono zakumazgira masuzgo agha. | neutral |
iyo ndiyo Mphoto ya anthu ochita | joy |
Penepapo wakati: "Nadi, ŵanalume aŵa ŵangwiza kwa ine, kweni nkhumanya yayi uko ŵangufuma. | surprise |
Mulungu Wamva Kulira Kwawo, Ndtakhala Ine Apa Ndlapa Bac, Maumbon Mkat. | fear |
Likuti: "Mwana wane, uŵe wavinjeru na kukondweska mtima wane, mwakuti nimuzgore uyo wakuninena." | joy |
Mutipe malo mukati mu ŵabali ŵa adada." | anger |
Iwo mbalongozgi ŵacibulumutira." | neutral |
Ntendele uŵe kwa Nuhu mu iwumbe yosope. | joy |
"Mu msumba unyake mukaŵa mweruzgi uyo wakopanga Chiuta chara ndipo wakapwelerangako vya munthu chara. | disgust |
Mphanyi chikaŵa chiwemi kuti munthu uyu waleke kubabika." | neutral |
Ntheura ŵakaluta na kuwona uko wakakhalanga, ndipo zuŵa lira ŵakakhala nayo. | neutral |
kuti ochimwa abwerere kwa inu. | neutral |
Kweniso ni mukuru chomene kuluska vyose ivyo wali kulenga. | neutral |
Phalazgani mazgu ghawemi gha Chiuta kwa munthu yumoza muhanyauno ndipo muti mupendekenge nga yumo mwa wakuzirwa pamaso pa Fumu Chiuta! | neutral |
Timwaze mphangwa mwaphinga, | neutral |
Para Ufumu wiza, charu chizamuŵa paradiso ndipo ŵanthu mabiliyoni ghanandi awo ŵali kufwa ŵazamuwuka. | neutral |
Chifukwa chakuti ŵazura na vinthu vyakufuma kumafumiro gha dazi, | neutral |
Uyo wakutemwa vinyo na mafuta wasambazgenge yayi." | neutral |
Tichotsereni chilangochi, ndithu ife tikhulupirira." | anger |
Ni kuti aŵala ŵangakukulupilila ya Akhera twalinganyichisye ilagasyo yakupoteka nnope. | neutral |
sangachite chinthu koma chomwe Quràn yalamula). | neutral |
Wangwiza kuno kuti wamupusikani, kuti wamanye chilichose icho mukughanaghana, na kumanya chilichose icho mukuchita." | neutral |
"Ndipo palibe pamene chikuwadzera chisonyezo chilichonse mwa zisonyezo za Mbuye wawo koma akuzitembenukira kumbali. | neutral |
Ndipo vinthu vyose ivyo mukupempha mu lurombo, mupokerenge para muli na chipulikano." | neutral |
Mtendere ukhala pa yemwe aatsate | neutral |
Ndipo kuchokera kumwamba izo zikutsatira lembani nthaka yabwino, yachonde. | neutral |
Imeneyo ndiyo mphoto Ya ochita | neutral |
Ndipo ŵazamutumphuska mazgu ghawo kwimikana na misumba ya Yuda. | anger |
zipatso zako zimachokera kwa Ine." | neutral |
Ndipo lekani vyaka vinandi vipharazge vinjeru.' | neutral |
Solomoni wakati wachekura, 'ŵawoli ŵake ŵakapatuska mtima wake kulondezga ŵachiuta ŵanyake. | disgust |
Pakuti mu mazuŵa gha visuzgo, iyo wati wandisunge mu nyumba yakhe. | neutral |
Yesu wakati: "Chifukwa wuli mukuniyezga, ŵapusikizgi imwe? | anger |
Ngaŵa lisiku lya ipwetesi." | sadness |
ndimomwe timalipirira Ochita | neutral |
ya murobbiku, | disgust |
(Kweniso wonani nkhani yakuti: "Ivyo Nkhasankha Apo Nkhaŵa Mwanici" mu magazini iyi.) | neutral |
Baibolo likuti: 'Wonani, utu nthuvigaŵa tuchoko twa mendero ghake; ivyo tikupulika vya iyo ni vichoko waka!' | neutral |
Jwalakwe ŵatite: "Timcamanyilila ni yitendo yawo. . . . | neutral |
Ukamuphalire Farawo themba la Eguputo vyose ivyo nkhuyowoya nawe." | neutral |
Ndithu Iye (Mbuye wawo) wachizungulira chinthu chilichonse mkudziwa Kwake. | neutral |
(Akunena kuti): "Asakulowerereni lero | anger |
(Kumbuchilani) katema kaŵansalile ŵandu ŵakwe kuti: "Nkatwangaga, chisimu Allah jwangaanonyela ŵakutwanga." | fear |
"Ndithudi, (m'nkhani iyi) muli malingaliro (aakulu) kwa anthu olingalira zinthu. | neutral |
Iya ni wura iyebiye, | neutral |
Uwonenge vinthu vikuru kuluska ivi." | neutral |
Palije chiuta munyake wakuyana na Chiuta wawo.' | neutral |
Ya ghokogho nɛ Grand Village kɔndɛnɛ yaluwo nkala y'Anɔmbɛ, n'anagha mwa mwa, ndo yaluwo bo n'ezeni. | fear |
Basi ipotesi niyao aŵala ŵalitesile lupuso (pakunnambuchisya Isa ikaliyo, takapate) ilagasyo ya lisiku lyakupoteka kusyene. | neutral |
Phalirani ŵanthu nkhani iyi, | neutral |
Ndipo uchindikikenge panthazi pa ŵalendo ŵanyako wose." | neutral |
Iyo wakati: "Ntheura, muŵenge maso chifukwa mukumanya chara zuŵa ilo Fumu yinu yikwizira. . . . | neutral |
Ntheura usange nasanga uwemi pamaso pako, nilute nkhawone ŵabali ŵane.' | anger |
pi ciŋ Twon Oteka pa Yakobo, | neutral |
Imwe namwe mwati mupemphe a president wapereke u ministerial position kwa munthu wakufuntha nga chisi? imwe zakuti doda ndakuzelezeka ili nthe mukumanya cha? | neutral |
Asi wose ŵaŵiri ŵawenge mu buwu?" | neutral |
Kasi tizamusanga njombe wuli para tikuwonga lusungu lukuru lwa Chiuta? | neutral |
Mukuti tikakudyereni kuti ife ogwira mu bomafe? | neutral |
Ninga wose wakamogopa, hamba siwehuwila vyono nayo yawa mwijizwa. | fear |
Yesu wakati: "Chifukwa wuli mukuniyezga, ŵapusikizgi imwe?" | anger |
Cokoro cikaŵa kuti capwelelera nchimi kweniso calongora cipulikano mwa Ciuta. | neutral |
Tiye, idya zakudya zako mokondwa, numwe vinyo wako mosekera mtima; pakuti Mulungu wavomerezeratu zochita zako. | joy |
Lekani Themba Solomoni likalemba kuti: "Pa charu chapasi palije munthu murunji uyo nyengo zose wakuchita uwemi pera kwambura kunangapo." | neutral |
Kweni ŵanthu ŵakaluwa yayi ivyo wakachitanga kumanyuma. | neutral |
Malo agha ŵanthu ŵakuyuzgikirako na moto wamuyirayira yayi. | disgust |
" (Kuyang'ana ku Al-Kaaba popemphera Swala ndicho) choonadi chomwe chachokera kwa Mbuye wako, choncho usakhale mmodzi mwa openekera. | neutral |
Anchinkulungwa aŵala ŵaŵakanile mwa ŵandu ŵakwe ŵatite: "Chisimu uwwe tukum'bona kuti n'di nkupulika, soni uwwe tukun'ganichisya kuti mmwejo jumpepe mwa ŵaunami." | neutral |
Ntheura Yesu wakachenjezga awo ŵakamususkanga, wakati: 'Chenjera, kuti ungweru uwo uli mwa imwe uleke kuŵa chisi. | neutral |
pamitima yawo kuti Asazindikire | sadness |
ndiye kuti wafanana ndi Ayuda, chifukwa choti iwowo adazindikira ndipo sadagwire ntchito. | neutral |
Kasi Mukughanaghana Kuti Chiuta Wali Kumutayani? | sadness |
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Tumbuka Emotion Analysis Corpus
Dataset Description
This dataset contains emotion-labeled text data in Tumbuka 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: 190,542
- Joy: 16771 (8.8%)
- Sadness: 12596 (6.6%)
- Anger: 10994 (5.8%)
- Fear: 9267 (4.9%)
- Surprise: 11684 (6.1%)
- Disgust: 14908 (7.8%)
- Neutral: 114322 (60.0%)
Dataset Structure
Data Fields
- Text Column: Contains the original text in Tumbuka
- 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/tumbuka-emotions-corpus")
# Access the data
print(dataset['train'][0])
Citation
If you use this dataset in your research, please cite:
@dataset{tumbuka_emotions_corpus,
title={Tumbuka Emotions Corpus},
author={Mich-Seth Owusu},
year={2025},
url={https://huggingface.co/datasets/michsethowusu/tumbuka-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:
7.76 MB
Number of rows:
190,542