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
Another woman ain't gon keep me coming. Girl these hoes ain't got nothing on ya Mixed Abusive User Added
Another season of retweeting every one of @nikaaaa3 's Yankee tweets! 😂😂😂😂 Mixed Safe User Added
Another nigga hoe is another nigga problem. @JoseGuapo been had hits. Mixed Abusive User Added
Another major development in the Jihadi circles: Al Maqdisi, hardcore jihadi theorist asks specifically for relief & aid workers’ release Mixed Safe User Added
Another long mornin smh...Thank God a nicca out here to see it tho real shit Mixed Abusive User Added
Another high point was a Hungarian calling me "cheat fuck" and "cheat pussy" for doing well. Mixed Abusive User Added
Another bad bitch fuck her for a hour another cigarette another nut another shower Mixed Abusive User Added
Annoying yelling bint next door has locked herself out. Mixed Safe User Added
Annnnd you're a dyke. ✋ Mixed Abusive User Added
Annie.. You crazy hoe 😂😂😂 Mixed Abusive User Added
Ankles 💀😂“@Saina_faal: “@martian_Mulah: Hood bitches with long weave is the worst thing ever” weave that be touching their ashy ankles 😷” Mixed Hate Speech User Added
Anglo-Saxon Mike Oz Mixed Safe 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