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

25504 Records
Phrase Text Dialect Category Label Source
Ya last nicca couldn't beat it .. I hit it like a free throw! Mixed Abusive User Added
Ya kno nigga got two accounts...🙊 RT @i_EaT_PIE: When the lil bitch start Tweetin... She'll see these tweets or someone will snitch Mixed Abusive User Added
Ya bitches dumb as fuck for the felon. Mixed Abusive User Added
Ya bitch wnna ride with me Mixed Abusive User Added
Ya bitch pussy good I ain't heard it .... I been in there! 😜😝😝😜 Mixed Abusive User Added
Ya bitch got my dirty pistol in her crib uoeno it Mixed Abusive User Added
Ya bitch choosin http://t.co/lHvGnYZCkr Mixed Abusive User Added
Ya bitch basic if she trippin off your social networks profiles. Mixed Abusive User Added
Ya bitch aint bad nigga, u aint got no taste Mixed Abusive User Added
YOU and them bitches that you came wit Mixed Abusive User Added
YMCMB always get caught up with strippers. Tyga actually had a child with one. Niggas get rich a buy bitches Mixed Abusive User Added
YES!! RT @Merky__: NO!!! RT @HuffPostTaste Will YOU buy the new Caramel Apple flavor of Oreos? http://t.co/K8zUp4Ynzf http://t.co/AMuZaTglx8 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