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
@StarbucksSanae Are you sure about that, slant? They're plagiarists, and you have no idea who I am. Mixed Safe User Added
@StarStunnaTBGH facts 😂 ... IDC Iont have no bitches so I'm good lol Mixed Abusive User Added
@StarLavaFox if the bitch don't like it she can't be my bitch Mixed Abusive User Added
@StarIsTheFuture you call @GOPBlackChick house nigger and she's the racist? Fathom the hypocrisy in that statement. Mixed Hate Speech User Added
@StanleyStinks Shame of you! Self-hating kike. We Jews are G-d's chosen people. Mixed Hate Speech User Added
@StPaul_Brandon She colored not Lebanese Mixed Safe User Added
@SportsGrind @RudyJay711 that was my mock done on a simulator check it out pick your team how many rounds and go for it Mixed Safe User Added
@Sponkymusiclady Besides, ur imposter idol looks nothing like The Word of God described the Saviour of Israel in Revelations. envious bitch! Mixed Abusive User Added
@SpecialEd24 gotta turn the hoe into housewife Mixed Abusive User Added
@SoutheastQueen ignore sorry I called you a bitch uncalled for Mixed Abusive User Added
@SophieRo3 if only there was a medal for that: "we hate fags, but we won't kill them" medal. Thank u for the privilege to let fags live. Mixed Hate Speech User Added
@SoopDevilles You DID. You crushed his "I got me an EXOTIC bitch!" dreams. 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