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
@caitnicole3 I'm not sure, I'm a broke nig 😞 Mixed Abusive User Added
@c_mccann23 fuck yes we are 😜 triple xp nigguh Mixed Abusive User Added
@c_drew_ I'm guessing so. The players are talking trash. Mixed Safe User Added
@c00ntact @KevinI bumcia is trash smfh I would've thought he would have gone after Khan but what you said makes sense Mixed Safe User Added
@bygbootiejuliie just FaceTime Doms bitch ass Mixed Abusive User Added
@butterfliesblue I heard green tea makes you lose weight.... And Imma coon so that explains the watermelon Mixed Safe User Added
@burke113 @donthebear "..the nig.."? ok, you're the big time shit talker on twitter no name, no face, no info Mixed Abusive User Added
@buffprobzzz the dude took off running like a bitch! Mixed Abusive User Added
@bsails33 dyke ron🌈🎭😂 Mixed Abusive User Added
@brrrrangadang this nigga 😑😑.. know damn well you a coon Mixed Hate Speech User Added
@brotherbill7 thirsty hoes 💁 Mixed Abusive User Added
@brookeschade @piperleigh_ @cass_uhhh_deee @baylee247 all of yall stfu, your all pussies and won't do shit 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