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
@FuckTraVonn ahh I see, I'm still a rook about the knowledge of THE hoe. But I'm progressing. Mixed Abusive User Added
@FuckTheMallcops @theharris338 @MrMooncricket @BobbyBotsods @JimTalbot1963 @UncleUnco aids fuck? Smdh u punk bitch. Mixed Abusive User Added
@FuckKennyJ trash Mixed Safe User Added
@FuckBoiRik hahahaha youza fuck wigger Mixed Hate Speech User Added
@Fru_Iam I seen sum of it but I'm tryin see lox n mook Mixed Safe User Added
@Fromtheshwa yes now get off twitter, you lame negros should have never learned how to use the Internet Mixed Hate Speech User Added
@Freegeezy17 shoot that nigger bitch in the knees.... Mixed Abusive User Added
@Freegeezy17 nigga look my size, plus it get hit in the ass, an look like its been fighting all its life.... I'll sneak dat bitch an RUN! Mixed Abusive User Added
@FreeBlazeGawd lmsoooo dawg I ain't got no bitches mane. I low key got a chick but I can't say it on Twitter. You know how these wolves is Mixed Abusive User Added
@FreeAJay you understand you look like a real life dyke right? Like you look like a WNBA dyke bro. A sports bra & bball shorts wearing dyke Mixed Hate Speech User Added
@FreddyAmazin ratchet looking nigger Mixed Hate Speech User Added
@FreddieGibbs Lol, always with the complaining and crying. Just like when Jeezy broke up with you cause your a moaning old 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