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
"Why would you want pussy on your side burns?.. Thats a good question" @_hy0ung hahahahaha 😂 Mixed Abusive User Added
"Why would you wanna be the Green Ranger? He's evil!" Duh bitch Mixed Abusive User Added
"Why would I want to play with some pussy?" - @jimmyfallon *DEAD* #SNL Mixed Abusive User Added
"Why u being such a little bitch chris you ain't six bitch" - Allisons Mom Mixed Abusive User Added
"Why people think gay marriage is okay is beyond me. Sorry I don't want my future son seeing 2 fags walking down the street holding hands an Mixed Hate Speech User Added
"Who the fuck you callin jiggaboo, nigga?!" Mixed Hate Speech User Added
"When im done with a hoe i pass her to the squad" G!!!!!!!!!!!!!!!!!!!!!!!! Mixed Abusive User Added
"What I do? @betysweetcocker: Gotta report you as spam RT @80sbaby4life: Ladies RT if your head game better than your pussy" Mixed Abusive User Added
"Well bitch, biology said..." 😂😂😂 Mixed Abusive User Added
"We're out here, and we're queer!" " 2, 4, 6, hut! We like it in our butt!" Mixed Hate Speech User Added
"We hate niggers, we hate faggots and we hate spics"-kkk rally Mixed Hate Speech User Added
"Walked in that bitch like, NIGGA WE MADE IT!" 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