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
@xDSmooth eat pickles hoe Mixed Abusive User Added
@xDSmooth bitch give me my lighter or get shot Mixed Abusive User Added
@xDSmooth I'm not goin oml I'm finna drop this bitch Mixed Abusive User Added
@xDSmooth I bet I fuck yo bitch tho Mixed Abusive User Added
@xDSmooth 11k now shut up hoe Mixed Abusive User Added
@wutkarina Alright fag Mixed Hate Speech User Added
@wtf_swagggbro text me, my phone being a cunt whore. Mixed Abusive User Added
@wright_ontarget 😂 you look like a bitch nigga to me Mixed Abusive User Added
@wordscience start telling all bitches how to live their lives. Can we get advice from gwenyth? Mixed Abusive User Added
@woohdakidd_74 lol mane shut dat bitch shit up youn fucc wit me Mixed Abusive User Added
@woohdakidd_74 lol la bitch happy bout Beatin our bench players Mixed Abusive User Added
@woohdakidd_74 lol da nicca was str8 n Friday wit out it but dude str8 Uncle Tom nicca now 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