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

25504 Records
Phrase Text Dialect Category Label Source
Yall Niggahs got me fucked up thinkin ima soft ass Lemme sing a love song to you ass niggah ✋ . Mixed Abusive User Added
Yal jus fags screen shootin the shit out of my stories 😤 http://t.co/Cm55jy52J4 Mixed Abusive User Added
Yahhhhhh bitch YAHHHH Mixed Abusive User Added
Yaaasss! RT @LoveMsLiz: When a hoe is talking about how they really don't be hoes..... 😒 like girl, if you gotta explain it.. 9/10 a hoe. Mixed Abusive User Added
Yaaaassss. These bitches sad !! "@FashionNFingers: You don't like me why? "Cause my friend don't." 😂😂 that's basically how girls work." Mixed Abusive User Added
Yaaaasss, bitch! RT @xtina: In more important news... 🎶 http://t.co/Z3b8XVHUty Mixed Abusive User Added
Yaaaas bitch yaaaaaas Mixed Abusive User Added
Yaaaaaas bitch Mixed Abusive User Added
Ya'll take note. There ain't never tornadoes where colored folk live Mixed Safe User Added
Ya need a real nigga shawty, so come & throw that pussy shawty. Studio Mixed Abusive User Added
Ya lit stupid ass bitch I ain't fuccin witchuuuu 🙅🚫 Mixed Abusive User Added
Ya last nicca couldn't beat it ... I hit it like a free throw! 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