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
@steeloh_supreme yeah I'm down I'm starting to promote for belasco Thursday , so u better go bitch Mixed Abusive User Added
@staviebby2010 Mmmm sure dont seem like it.. lmfao but yess ill be that bitch:)) now are you done? Mixed Abusive User Added
@stackmodus Oh, yeah, the HPV shot swells like a bitch. Put some ice on it for a bit if you want, it'll go down eventually. Mixed Abusive User Added
@sramirez07943 you're failing at that and you don't know where I live faggot Mixed Abusive User Added
@sramirez07943 you don't know where I llive you stupid cunt 🐎 Mixed Abusive User Added
@sramirez07943 it's goldbar dumb bitch and no my dad wouldn't pick you up he doesn't like faggots like you 😐👌👏 Mixed Hate Speech User Added
@sramirez07943 That's you faggot you eat shit for fun 😂😂 Mixed Abusive User Added
@sramirez07943 I miss you too faggot 😭😊 http://t.co/vKYJGRIIFf Mixed Abusive User Added
@sprayinpray I recall you telling one of the Apollo teachers you hoped her baby came out retarded , and it did ... #AssholeOfTheYear lol 😂 Mixed Abusive User Added
@sportswatch time to dump another diet coke in the trash Mixed Safe User Added
@sportsdude53 haha not you. Just getting shit from everyone else when my second favorite team is the redlegs..... Mixed Abusive User Added
@spoilmeharder @ChaldeanCutie Greta... You let a fag do this to me I thought we were cool 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