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
@NayNooski @kboavz which one bobby bitch or hot nigga? Mixed Abusive User Added
@Nautiwashere these bitches drippin sauce Mixed Abusive User Added
@NaughtyBoyMusic bitch me too Mixed Abusive User Added
@NatsuKun1 I'm already a hot white bitch and hot Latina get on my level Mixed Abusive User Added
@NatlFascist88 @waspnse Jews and white race traitors have to be swept clean so the Aryan race can survive. Mixed Hate Speech User Added
@NatashaBlah suck it up pussy Mixed Abusive User Added
@NataIiaxxx @ladygaga suck on my throbbing pussy Mixed Abusive User Added
@NasshRodriguez @linndaroose always down patty never been a pussy 😼 Mixed Abusive User Added
@Nashgrier purple monkey Mixed Safe User Added
@NaramY22 nah that shit gets me heated. I have the smartest mouth and know what I'm doing and get called a retard. I'm done playing games Mixed Abusive User Added
@NaomiDanielson that's like what some trailer trash chick would name their cat /-: Mixed Abusive User Added
@NaiEpolag you may not like my stance on cops, but i didn't (and would not) call you a cunt. please stop copying me on these tweets. 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