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
@TylerCarboner hey I'll leave Abbey too! Oh if I get a job on the slope I might move back! Cause id lose out on lots of money buying tickets Mixed Safe User Added
@Tylar____ you ah lien ass hoe Mixed Abusive User Added
@Tylar____ ion sneak diss on broke bitches 😒👏 Mixed Abusive User Added
@Tylar____ bet hoe Mixed Abusive User Added
@Tylar____ @xxJaiLynn Tylar shut up bitch . I usta make you these Mixed Abusive User Added
@Tylannol fuck you pussy -.- i made a mistake and started cj spiller over chris ivory this week -.- fuck Mixed Abusive User Added
@TyTyTooFlyy I got a bitch named banana pussy bananas swear I gotta say it again pussy bananas my lil cool azz bitch she from da westside Mixed Abusive User Added
@Twofifs And youre a fucking loudmouth ignorant redneck fuck. You still tryin to suck your own dick? You cant you dumbfuck...its too short. Mixed Abusive User Added
@TwoStarScoob good job tonight! You need to eat some crackers so,you'll stop throwing up ! Mixed Safe User Added
@TweetsAndFreaks I told u ugly niggas get bitches young I promise u!! Work ya magic lol Mixed Abusive User Added
@TweetfrmtheSole it’s the entire pats bandwagon. They’re faggots Mixed Hate Speech User Added
@Tweenki_ thus you have the term redneck also.... The Creator is not mocked. Good for you...Excellent Precept Daughter! 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