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
@ktpowers98 @WendyDavisTexas Ha Ha Ha no good fat dyke Mixed Hate Speech User Added
@ksecus I give up on the Tankees I mean Yankees. Maybe next year!! Mixed Safe User Added
@krustyiscute don't hoe me Mixed Abusive User Added
@kristin12909 better nig. Lol but if anything ill flip u the 10 or something. Im tryna get some more cash Mixed Hate Speech User Added
@krispy717 @grizzboadams fucking gay faggot look at that gay ass pink shirt haha Mixed Hate Speech User Added
@kortneyalexis fuck yo bitch ass Mixed Abusive User Added
@knvcklepvck gimme one with his mouth closed I can't draw teeth without making them look retarded oMF Mixed Abusive User Added
@kmdk83 @BeautifulMined I hopes dis ain't cause he colored cause I knows he be actin all nigga like Mixed Hate Speech User Added
@kmagalyv some scandalous hoes then!!! Lmao Mixed Abusive User Added
@klvyupthatsm3 @Huntermoore ew you look like a cheap tranny hooker Mixed Abusive User Added
@kliontiii @yfly23 lol tell Liv none of her usual redneck hillbilly places an none of ur black gangsta places either Mixed Abusive User Added
@klena57 someone on Facebook made a status defending him so I dropped a bomb full of knowledge on that bitch and unfriended 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