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
@DaJetlyfe y'all niccas spark up Mixed Abusive User Added
@DaJetlyfe my nicca Mixed Abusive User Added
@DaDamnBone 😂😂 I'm Finna DM you the pic Bruh these hoes funny Mixed Abusive User Added
@D_Palomino52 you a poop. :( see I'm going all ghetto talk. Wtf! Mixed Abusive User Added
@D_Palomino52 @TheOneMiss_Luu you my niggah though Daniel! Lol Mixed Abusive User Added
@D_MrHoopa23 see thats all gill and green bitch ass they didn't help me get my schools either. Y'all still in the tournament Mixed Abusive User Added
@D_41395 cuz I was gunna smoke u out today. U a bitch tho Mixed Abusive User Added
@D_41395 bitch don't b a hypocrite Mixed Abusive User Added
@D_41395 @Inwardforfun you a bitch Dennis Mixed Abusive User Added
@DSwaggin6_ @_JustDavilaa @xaviee_21 @Quise4144 look at ur avi u fag Mixed Abusive User Added
@DS_Arrogance @HG_Shit I bet I can pull at lease 3 bitches with them 😂😂 Mixed Abusive User Added
@DRSlaten I view hackers on the same level as shoplifters - bitch slapped into the lake and held until drowning. Harsh, but yeah. Hate. 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