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
@_cblaze @Barbod6FCB @ODDBEAST Man bitch am not gonna do a damn thang, if u don't like what I got to say then unfollow me Mixed Hate Speech User Added
@_bradleey SAME😒 like bitch it's the struggles to use the stairs let ppl get on 👊 Mixed Abusive User Added
@_bradleey LMFAOOOO yooo I lost my elevator pass 😭😭 now I can't even share it ...bitch wants me to go get another one 😒even tho she knows me Mixed Abusive User Added
@_asheyk pussy Mixed Abusive User Added
@_angelaaau hey fag i <3 you Mixed Hate Speech User Added
@_ajayb no i don't cry im not a bitch(: i was just pissed because the cop was trying to charge me with a hole bunch of bullshit :p Mixed Abusive User Added
@__kiante im askin you negro lol Mixed Abusive User Added
@__hannerr__ you're a faggot Mixed Hate Speech User Added
@__baabyshaay okaaaaay bitch never do we care , edges still laid. 😂 Mixed Abusive User Added
@__angieex3 Ik you were pussy Mixed Abusive User Added
@___kd_ i need 2 of the bitches Mixed Abusive User Added
@_____0__o______ faggot Mixed Hate Speech 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