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
@DebsFLPx I was lucky to be sensible and I've never had a fag or a drug. I'm pleased about that statistic. Yes I have a beer but that's all. Mixed Abusive User Added
@DeJLoaf mixtape sell sole got some bangers! Mixed Safe User Added
@DeArionBASEDGOD nigga fuck you. Some plano schools go hard then a bitch way better than Richardson. Mixed Abusive User Added
@DeArionBASEDGOD Kendrick is not better than papoose or drake Mixed Safe User Added
@DeAdJAkE i just cant stand how people get all fucking amped about it, especially whiny bitches that even get scared at it Mixed Abusive User Added
@David_Hunninck all bitches eh. hahah Mixed Abusive User Added
@David_H_Esq Well, "dirty bird" could be just a middle finger, since it's the phallic "giving the bird". Not necessarily a wobble-wibbler. Mixed Safe User Added
@DavetheBrave1 that hoe on some other shit bro rt and 100x better rn that a nigga high Mixed Hate Speech User Added
@DavetheBrave1 perfect smoking weather haha bro I ain't even in my hood yet and I already got hoes trying to say was up from other towns Mixed Abusive User Added
@DavetheBrave1 come over hoe Mixed Abusive User Added
@Dave_the_wavee the giants are trash...their time is over. Mixed Safe User Added
@DaveTheGayBaby No problem, remembering all those quirks can be a real bitch. 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