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
@TomcatStraight hey fag, gag on my clappmeat Mixed Abusive User Added
@TomcatStraight Come over queer Mixed Abusive User Added
@Tom_Morehart @cjc_is_alive @JoshuaTyl0r 9 of 15 BCS titles, $314 mil in revenue. It's great being in a redneck conference. And not in Ohio. Mixed Safe User Added
@TomMahoney91 what now bitch Mixed Abusive User Added
@TomCrean ill scream from France for you Tom! #IU #iubb #hoosiers #creanandcrimson Mixed Safe User Added
@Toetancchamon Wilde nog even checken op Twitter hoe het ging maar had zo'n heftige wond niet verwacht, heftig. Sterkte & beterschap hoor! Mixed Abusive User Added
@Todd__Kincannon A+ Would expect nothing less from your dominion. Oh by the way, SEC bitches! Mixed Abusive User Added
@ToddKincannon @dywanwii @scotja2 He's been drinking too much of that shitty Canadian hoser beer! #eh Mixed Abusive User Added
@ToddIrwin1 NFL... Forgetabout they got until February. It's the pennant race. Let's Go Yanks. Mixed Safe User Added
@ToWherever yay im a whitey :3 Mixed Safe User Added
@ToWherever I'm not yellow I'm sorry Mixed Safe User Added
@TitsOfAnarchy I glads dis colored man cans be of soyvice fo da white man 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