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
@MichelleHarnois Dis bitch gots spunk! Mixed Abusive User Added
@MichaelSafady only if you're a twat as well. Be not a twat my son. Mixed Abusive User Added
@MichaelGT03 little bitch Mixed Abusive User Added
@MichaelFraughto haha faggot Mixed Abusive User Added
@MethNotWeed bitch look homeless and u say meth not weed ur a fucking discrimination to American but enough of the bull shit what up fuk boy Mixed Abusive User Added
@Meshia_Tweets oh bitch you toooo far! Mixed Abusive User Added
@MergardOlivia 😛😛😛 yaaaas bitch Mixed Abusive User Added
@MeowMariss i thought i was the ghetto word for babe Mixed Safe User Added
@MenachemDreyfus @NatlFascist88 @waspnse Shit your ass and shabbat your moms pussy u Jew bastard. Ur times coming. Heil Hitler! Mixed Hate Speech User Added
@MelissaStetten Lovin' all the pussy pics Mixed Abusive User Added
@MeeshDC how is it fucked up, you fucking retard? condemning Ray Rice, yet supporting Chris Brown, who's a women abuser. that's logical? Mixed Abusive User Added
@MeekMill u really got these coons out here dreaming 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