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
@_Leeyoo @GoldFlacko niggah I'm not yo lil bro the fuck Mixed Abusive User Added
@_Lakers4Life24 Tracy Morgan is a sad comparison..... Come on try again, Dwight Howard is the most accurate. Stupid monkey. Mixed Safe User Added
@_KaeeJones the bird gone run from your ass Mixed Abusive User Added
@_KaeeJones lmaooo boy thought he wS all type of right spelling that hoe Mixed Abusive User Added
@_KaeeJones I gotta find them I know Cali got them hoes Mixed Abusive User Added
@_James_Kirby_ @mflury30 back off ya queer bag Mixed Abusive User Added
@_JaelynBeeee somebody looks like the die on the first tubes on flappy bird lol! Mixed Safe User Added
@_InhaleLove_ bitches love some Alex from target 😏 Mixed Abusive User Added
@_IamQuiNichole 😂😂😂 it's a song, ion kno y he referred to his future wife as a bitch Mixed Abusive User Added
@_IAmDriven_ @HDRealtor not even sure bro, Im ignoring these hurt bitches tonight...lol Mixed Abusive User Added
@_IAMKEN you'll make the team, them niggas trash. Lol Mixed Hate Speech User Added
@_IAMKEN fuck Brett Farve redneck ass, he stuckup he don't give a damn lol he be on campus acting like he the shit 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