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
@iH8TvvitterHoes @breezyfrmdablok what do you mean nice try? I'm right nigga. You a faggot. If you wanna argue bout anything else continue Mixed Abusive User Added
@iH8TvvitterHoes @breezyfrmdablok tell me how that sounds stupid? You were pretending to be a female and talking to a guy. You a faggot Mixed Abusive User Added
@iH8TvvitterHoes @breezyfrmdablok so you was in a female DMs talking to another nigga... You're a faggot b Mixed Abusive User Added
@iGivePussyCPR monkey & his cigarette. He's dead serious 😂 Mixed Abusive User Added
@iGivePussyCPR baker planted an M-80 in that bitch. When white guy lights the wick... 💣 Mixed Abusive User Added
@iDoSexWell @MamiJuuki @Baddiies @AjukiWebster the nerve of these hoes Mixed Abusive User Added
@iDO_me2 @coldhearted9_ basically any foams over a 8 ugly... All dem bitches look big long an floppy (nh) Mixed Abusive User Added
@iBaneXx @Misflame @DeathcoreBabe I just don't wanna get looked at funny when I say nigger in public... Mixed Abusive User Added
@iAyanna_ young thug ain't earn his strips yet lol just a few 2k14 bangers. Wiz can do dat cuz he not a lil nigguh of the rap game lol Mixed Abusive User Added
@iAmMarshall27 yeah man all my niggas dipped to the cars and left and I was in a barn getting chased by the ghetto bird Mixed Abusive User Added
@iAM_tRoyal5 lol I would've beat that hoe up Mixed Abusive User Added
@iAM_tRoyal5 like bitch and a gram 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