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
@MitchTierney @slings_x_arrows I ain't no lady bitch Mixed Abusive User Added
@MistressOfSham that area is a bitch regardless so I can imagine Mixed Abusive User Added
@Misters206 You look like a monkey Mixed Safe User Added
@MisterDimmadome spiked that bitch damned nailed her down Mixed Abusive User Added
@Missyy_J happy birthday bitch❤️🎉 Mixed Abusive User Added
@Miss_Didi23 @LINDNLD @KLSouth shut up you nappy headed hoe Mixed Abusive User Added
@MissYankee @Sportsteamnews Looking at the Royals and wondering what could have been if we didn't decimate the Yankee farm system. Mixed Safe User Added
@MissStef0318 @_MariaPetrova teabaggers weakening food and environmental regulations is infinitely more scary and lethal than terrorism. Mixed Safe User Added
@MissRobinV that pic with the red bone in braids and that tiger in the back for sale? Mixed Safe User Added
@MissMulgra Starts making monkey faces behind you Mixed Safe User Added
@MissJia sup nappy headed hoe you got quiet Mixed Abusive User Added
@MissCleoBB @RachelEReilly @brendonvbb12 it sucks rachels sister is such a snobby bitch n rach is so nice!!!!!cant stand elissa, so snutty 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