Zambian Language Trainer Window

Curate local language datasets and trigger asynchronous machine learning training

Multilingual

Select Target Zambian Dialect to Manage & Train:

🇿🇲 Unified (All)
🇿🇲 Chibemba
🇿🇲 Chinyanja
🇿🇲 Chitonga
🇿🇲 Silozi
🇬🇧 English
🌐 Mixed/General

Local Dataset Inspector: All

25506 Records
Phrase Text Dialect Category Label Source
@phishlicia I'm 5'8 fag 😘😘 Mixed Hate Speech User Added
@phishlicia I got weed. Come over faggot Mixed Abusive User Added
@pharary04 you don't know me but I got a whole video of you sucking the life out of my pussy 😏😴bye stranger 😘 Mixed Abusive User Added
@pharary04 stop being a bitch and speaking on my name little girl , thank you. Mixed Abusive User Added
@phalaenadispar How day feel bout colored folk? Mixed Safe User Added
@peteyhoti that funky monkey Mixed Safe User Added
@peteyhoti @aubreykelson 'ell naw dogs run this bitch Mixed Abusive User Added
@petehelm yeah, but Sting was already a proven draw. this is apples and oranges. he signs people with the sole purpose of burying them. Mixed Safe User Added
@percolate @kcraigwell what's next? fingers in dykes? Mixed Abusive User Added
@penisgravy Is dem? I wants to has my weenis swingin but da twitter say day shut my colored ass down Mixed Abusive User Added
@peighxo @baestation bitch got arms like piccolo Mixed Abusive User Added
@pcrossvol there's always one...they never realize they are the worst- the unsolicited unaffiliated trash talker" Mixed Safe User Added

Add Local Phrase

Batch Import CSV

CSV Only

Upload a custom CSV file to bulk import training data across all languages. Required columns: phrase (or text), category (0=Hate, 1=Abusive, 2=Safe), and optionally language.

Model Training Control

20%

Evaluation Results

Trained Algorithm: Decision Tree
ACCURACY
F1 SCORE
Confusion Matrix Grid
46
0
0
2
41
4
0
0
47
Columns: Predicted Rows: Actual
Algorithm Accuracy Graph