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
@TristenGQAss the way he raps about fucking my bitch & banters about having more money than me is so entertaining it's crazy @KingL Mixed Abusive User Added
@TristenGQAss couldn't help it man. niggas pussy for robbing a chick and shootin her. Mixed Abusive User Added
@Trippy_Spiffy mite hit the Rec I know cell Marcus and Jax gone try to hit that hoe Mixed Abusive User Added
@Trippy_Spiffy ayyyyyyeeeeee my nigga back in the bitch Mixed Abusive User Added
@TrippinC bitch you can tweet but not answer? Mixed Abusive User Added
@TrippinC @nuteIla 😂😂😂😭😭😭😂😂 that hoe is like 5'8. Mixed Abusive User Added
@TripleCz_3G @OffsetYRN lmao take off thru, quavo can't do shit but make hooks, offset da only 1 solid but I kno niccas been tellin him dat Mixed Abusive User Added
@TrillVanillaaa bitch I'll fuck you up Mixed Abusive User Added
@TrillVanillaaa bitch Mixed Abusive User Added
@TrillBaIN this bitch has brain damage Mixed Abusive User Added
@TribalFollow_ you unfollowed me because you think you're the shit and use follow trains to gain and then just unfollow cause you're a pussy Mixed Abusive User Added
@TreyDoe_: @HallDerik @20ToLife_ once fag." You got pressed to the ground? ..hang up your cleats n never put them back on or think about it 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