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
@JusDahl gross, ill stick with my galaxy, it will still receive those nips Mixed Abusive User Added
@JusDahl bitch, wake up! Mixed Abusive User Added
@JusDahl I want some.....I'm so damn tired of being in the fucking kitchen, a bitch is hot and needs a glass of wine and a back rub Mixed Abusive User Added
@JuniorMaye8 jus exsposin hoes on a whole different level 😭😂 Mixed Abusive User Added
@JungleFeverFren fuck u nigger Mixed Hate Speech User Added
@JunDishes thank god I'm just an " old redneck bitch" from Memphis ,Tn. And not a troll Mixed Abusive User Added
@JunDishes or a southern bitch like me who will blow a persons heart out of their back w/one shot!!!! Mixed Abusive User Added
@JunDishes get a can of WASP SPRAY. it shoots out 20 feet and cheaper than bear spay or mace, works just as good Mixed Safe User Added
@JunDishes elissa would call me trash, vile, etc.! Mixed Safe User Added
@JunDishes block or mute the cunt Mixed Abusive User Added
@JunDishes amen little mama. y does this old southern country bitch like you so much I don't know. but I do! Mixed Abusive User Added
@Juliet_Munguia bitch merry Christmas 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