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
@thejournalist44 zactly. After Joique pounds that bitch, bring in reggie for the GAPING holes that will inevitably appear. Mixed Abusive User Added
@thejournalist44 best O-Lineman is a rookie. It's him and a bunch of retards I wouldn't trust with a potato gun. Mixed Abusive User Added
@thejournalist44 At least 3. Late tho. Cuz adrenaline and emotion gonna carry them bitches until halftime. Mixed Abusive User Added
@thejokerxo yes!!! I love the hair on her pussy...lol Mixed Abusive User Added
@thejokerxo porn stars are 100% acceptable bro. Im was talking about these air mattress hoes....lol Mixed Abusive User Added
@thejokerxo nah, they let French Montana spit trash at will Mixed Safe User Added
@thejess_lynne @Hunglikerobby_ @triple6em96 @Itzmeggo no you threatened us bitch?! Don't try to make it what it's not ☺️ Mixed Abusive User Added
@theejustinholt trash of the cowboys beat the redskins twice last year 😅 Mixed Safe User Added
@theejustinholt the redskins are doing pretty good this year 😂😂 Mixed Safe User Added
@theeCHACO @danawhite you watching this trash? Mixed Safe User Added
@thecoreyholcomb I'd give that hoe the finger everyday at work until I get fired for it. Mixed Abusive User Added
@thecoreyholcomb "s/o the fat bitches who ride dick with a t-shirt on" 😂😂😂 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