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
@TreyBizzy I thought you would like him cause of the Chi but yeah he a faggot Mixed Hate Speech User Added
@TreshaRenee I didn't make to any games last season. Just looked it up. Astros open up with the Yankees 1st of April Mixed Safe User Added
@TreTyler_108 That's actually non-English. Because #okiecops are filthy white trash who are all criminals. Mixed Hate Speech User Added
@TreThreat @HotDoc87 @duckydynamo yeah the internet def taught me a bitch can't twerk if she talkin bout voting. Mixed Abusive User Added
@Travis_bechtel bitches ain't shit but hoes and tricks #thuglife Mixed Abusive User Added
@ToulaBaby faggot is a public spectacle. most gays are not fags. public display gets public opinion. Mixed Abusive User Added
@Torn_Rose republican teabaggers should be jailed for treason..... Mixed Safe User Added
@TooEffinCool lol I feel like a punk bitch sittin in here with all the lights on! 😂 Mixed Abusive User Added
@TonySinchak pussy pussy pussy marijauna wannnnaaa Mixed Abusive User Added
@TonyO97 fuck i look like shopping at that trash ass store Mixed Abusive User Added
@Tommayydoee bitch lol Mixed Abusive User Added
@TomcatStraight tounge punching smelly turtle pussy 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