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

25504 Records
Phrase Text Dialect Category Label Source
That crow has socks Mixed Safe User Added
That broad 7 days moe RT @OGFlash: What Earth is this? RT @IamRyanRaw: NIGGA RT @WhoisJayHall: Rihanna prolly the sexiest bitch on Earth Mixed Abusive User Added
That boy has always been a pussy never been a threat! Mixed Abusive User Added
That bitch. Mixed Abusive User Added
That bitch you met know what I mean she don't be the same bitch a million dollars later my nigga👐✌️ You feel me?💁 Mixed Abusive User Added
That bitch was worried about fines? Fuck you. My best friend got jumped by 6 cock suckers. Fines should be the least of your worries, Mixed Abusive User Added
That bitch want my numba, she gotta.fuck my bruda @AyDontJudgeMe Mixed Abusive User Added
That bitch told me to control myself, I told her to go find yourself Mixed Abusive User Added
That bitch said her pussy pops severely thoe 😂😂😂😂 Mixed Abusive User Added
That bitch on qualitest , she dont act right #WiseWordsFromWebb Mixed Abusive User Added
That bitch mouth made the honor roll Mixed Abusive User Added
That bitch just walked off all like 💁 Wtf 😂😂 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