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
@Mr_Ritchie_J 5 of us decided to drink Everclear and go to a Yankees game.. Only two made it to their seat Mixed Safe User Added
@Mr_Lewis_ @brookebrooklyn_ ohh yaa, he wants Brooke to be his pinkie toe so he can bang it on the coffee table. What a twat!! Lol Mixed Abusive User Added
@Mr_Greatness28 I send them hoes because ain't nobody gone play me but geez lmao not when they ask for them Mixed Abusive User Added
@MrWoofless Don't be a bitch. Mixed Abusive User Added
@MrRedMartian this pic is trash. D!ck is dry af. Mixed Abusive User Added
@MrPOONsoaker lmao 6′0 but I’m hella skinny so bitches don’t like me Mixed Abusive User Added
@MrNwachukwu naw them boys trash we started coasting Mixed Abusive User Added
@MrMooncricket oh hell no! Fuck you Uncle Tom bitch, I remember yo punk broke ass Mixed Abusive User Added
@MrMooncricket @RacistNegro69 rich? Haha u broke bitch. No women would ever fuck you. Lol. Mixed Abusive User Added
@MrMooncricket @RacistNegro69 rape? Of course.. The only way you could get pussy. Smh Mixed Abusive User Added
@MrMooncricket @RacistNegro69 fuck you, stupid ass coward ass punk bitch faggot ass racist piece of shit. Punk. Bitch, ain't worth my time! Mixed Hate Speech User Added
@MrMooncricket @FuckTheMallcops @JimTalbot1963 @theharris338 work, is something adults do for money, not borrow from money... Broke bitch 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