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
1 thang i know these bitches come n go so keep em out your bussiness Mixed Abusive User Added
1 more game of 2k then I'm finish my new book ... John Grisham cold then a hoe Mixed Abusive User Added
1 more day bitches!!!! Mixed Abusive User Added
1 loyal girl > 1OO hoes Mixed Abusive User Added
1 good girl is worth 1000 hoes Mixed Abusive User Added
1 baby Momma no bitch no wife like PAC u need a thug in ya life Mixed Abusive User Added
.@rustyrockets with Putin pushing for land and China completely revamping their armed forces? You're a fucking retard. Stay out my country. Mixed Abusive User Added
.@reddroostermann 's love of Obama is unrequited, however. Obama is clearly Putin's bitch. Mixed Abusive User Added
.@nathirhussein Al Qaeda's market share is dropping faster than Viacom & Enron in the Jihadi stock market Mixed Safe User Added
.@harmonica_b could be wearing a trash bag and she'd still be the stylish and coolest human I know Mixed Safe User Added
.@everSoTweetly4u Klain's real (sole) job is to dampen down the mushrooming bad PR and political fallout heading into Nov election. Mixed Safe User Added
.@dawnbazely Thank you, Dawn. I see our state bird graces your avatar... Mixed Safe 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