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
Bitch don't talk yo shit then, say you on papers when a bitch trinna get down ✋😂😭 you a straight FAG BITCH foe dat. Scary ass hoe. Mixed Abusive User Added
Bitch bitch bitch Mixed Abusive User Added
Bitch ass people are the first to call someone out for being a "bitch" Mixed Abusive User Added
Bitch ass nigga, be hating on black women... Uncle Tom bitch punk. Mixed Hate Speech User Added
Bitch and who the fuck r u am speak when the fuck I feel like it and stop a pussy ass Nigga and box the fuck up Mixed Abusive User Added
Bitch ain't u his lawyer y u thank ery body STFU kill dat bitch to Mixed Abusive User Added
Bitch I'm the man that's right I said it, bitch I'm the man don't you forget it. 😏 Mixed Abusive User Added
Bitch I'm not about to eat ya pussy all day long.. I got a life. Mixed Abusive User Added
Bitch I want my number back yo pussy mustard... oh yeah FUCK DAT BITCH TRUST ME! #DRO Mixed Abusive User Added
Birthday today bitches and I gotta work :/ Mixed Abusive User Added
Bill Smith DDS MTV ODB LGBTQ MMA NFL AFLCIO bitch pick one. Fucking hate you. I know you proud but shit. Mixed Hate Speech User Added
Bill Romanowski is still a cunt. Who saw that one coming. 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