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
@DP4_6 bitch yu not safe! http://t.co/hInvxbUp31 Mixed Abusive User Added
@DON_Le3GGG lol hell ya dey think a nicca down der #roadrunnin Mixed Abusive User Added
@DON_Le3GGG @TripleCz_3G Chatt niccas love doin dat brah Mixed Abusive User Added
@DJ_Workmann @BigMoneyNiquee mane y'all niccas crazy af wiz old shit got niccas bitin his style n errthan Mixed Abusive User Added
@DJSuggablack some people do shit to get shot at and then be like "people hate me, I dodge bullets". Karma is bitch. Mixed Abusive User Added
@DIRECTV why are you showing Yankees game in arizona when you promo Washington huskies game? I bet @dish would want my business Mixed Safe User Added
@DHSJournal I run CP in our community. Local cops treat ppl like trash for that. I hate it. Makes ppl think its a waste Mixed Safe User Added
@DEVIN__the_DUDE You ready to make this stats test our bitch?! Mixed Abusive User Added
@D1SinceDay1 my brother. Where tf you been at negro Mixed Abusive User Added
@Cyberobama @eReIevant plot twist he is a faggot Mixed Abusive User Added
@CuteEmergency shown* a tiny kitten you dumb fucking cunt Mixed Abusive User Added
@CuteCIothes @xo_shelbie go buy them bitches 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