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
@arionnee smh iont understand it but fuck it more hoes for me 😏😂 Mixed Abusive User Added
@arionnee cuz you know i was playing witchu i aint call yo mama a bitch or say yo brother ugly af did i? Mixed Abusive User Added
@ariennajanee thats why youz a yellow bone 💛💛 Mixed Safe User Added
@ariennajanee its mutual my lil yellow bone🍓 Mixed Safe User Added
@argylegray @JTrevorHowerton @HollyRFisher I don't give a flying fuck what you think about my tweets, worthless teabagger scum. Mixed Abusive User Added
@areuseriousrn @harmon_lauren it's okay I'll get bitches on this dick anyway but thanks for the tip Mixed Abusive User Added
@aravosis May I jump in u ball-less dick-wad? As a conservative, feminist, disabled vet bitch, I wish u luck with a capital F. @DLoesch Mixed Hate Speech User Added
@apmorales96 gotta keep fighting bro Thea hoes just trying to bring me down. #thestrugle Mixed Abusive User Added
@antiamnesty @AppSame @WhiteHouse I agree 100%. No naturalized citizenship, no anchor baby amnesty. All go to parents country of origin. Mixed Safe User Added
@anniec0429 ugly white bitch Mixed Abusive User Added
@anggxo get off my twitter fag Mixed Abusive User Added
@angelo_papale lol now all ya need is sum beacg bod abs pussy boy Mixed Abusive 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