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
@GossipCop Julie tell them crybaby blacks to get someone blk. and dress them up white faced......niggers always whining! Mixed Hate Speech User Added
@Gorillaleo fuck your chicken sandwich ho!!! Mixed Abusive User Added
@GorgeousEra come so you can record him saying he's my bitch Mixed Abusive User Added
@GorgeousCamry_ ight bitch ima see u Mixed Abusive User Added
@GorgeousCamry_ fight or nah dumb bitch 😒 Mixed Abusive User Added
@GorgeousCamry_ bitch fck all lay wat you wanna do Mixed Abusive User Added
@GorgeousCamry_ @itsDeSha__ man get yo bitch ass out my mf mentions man with all tht bs u trippin Mixed Abusive User Added
@GoneWithKalijah She was always a pathetic mutt desperately seeking attention & a purpose. No matter what JP writes that will never change Mixed Safe User Added
@GoneWithKalijah I watched the 1st season bc I wanted to see the diff sides of Elijah. Not to see a thristy hoe who uses Walgreen's hair dye Mixed Abusive User Added
@GoldieMack_ hoe told me she was gonna chop my dick off ... She was from Baltimore Mixed Abusive User Added
@Goldee_Locx lmao real shit though them bitches be dumb as fuck smh Mixed Abusive User Added
@GoldGloveTV Neither does your fucking cat, pussy. 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