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
@kieffer_jason restricton g means your license been revoked stop making excuses you a straight up bitch Mixed Abusive User Added
@kieffer_jason pussy nigga it's the same term Mixed Abusive User Added
@kieffer_jason pussy Mixed Abusive User Added
@kieffer_jason oh but I am and my grades say other wise so u can stfu and get off my Twitter or u can box simple ass that pussy boy Mixed Hate Speech User Added
@kieffer_jason oh am I lame but yo pussy ass didn't show up the fuck u talking bout oh scary ass white boy Mixed Hate Speech User Added
@kieffer_jason nigga what I was talking bout after school. Or when ever your choice bitch Mixed Abusive User Added
@kieffer_jason nigga u just called me a bitch last time i check im a fucking nigga get out there and ill show u what a real fight like Mixed Abusive User Added
@kieffer_jason nigga i really dont give a flying fuck but if u wanna talk shit then back your words up and scratch stop being a little bitch Mixed Abusive User Added
@kieffer_jason nigga I was there at 5:42 I went to go get my homeboy and I texted u at 5:50 naw u a bitch Mixed Abusive User Added
@kieffer_jason naw my fam aint no bitch made niggas, gtf off my shit fuck nigga im not your fam oh friendly ass nigga Mixed Abusive User Added
@kieffer_jason mfka what ok bitch we going to see. Your a funny mother fucker Mixed Abusive User Added
@kieffer_jason meet up then and stop hitching out and back your words up pussy 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