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
@Pecan_B19 @ObeyMy_Realness dryer then them bad ass eyes of your fag Mixed Hate Speech User Added
@Paulyy2 nah some honkey lookin dude at chr Mixed Safe User Added
@PaulMoon8 @yurista4life @justinmiculka01 you fuckin Yankees I'll be there in 2 months I'll meet you pussy Mixed Hate Speech User Added
@PaulConroy @habeshasuperman oh, it's coming up, little bitch, and the U.S. Has no veto over it. It'll be a thrill to watch. Mixed Abusive User Added
@Pattty_B I called your bitch ass 😒 Mixed Abusive User Added
@PatriotsOrg Screw the ragheads. Mixed Hate Speech User Added
@Patchy_Beard G's up, hos down, Rush. I mean clearly he likes to party. Mixed Abusive User Added
@PatDollard Fuckin muzzie cunts, should all be deported, savages Mixed Hate Speech User Added
@ParhamBryce @lllexiss @lukejohnson06 @laurenbeckkkk1 alright then we'll in calling you a pussy also Mixed Abusive User Added
@Param0nster_ you and me having Twitter bird shaped pancakes that would just be a start Mixed Safe User Added
@Pandah_Pooh put your money up pussy Mixed Abusive User Added
@PamSchep This bitch is not only an idiot but a troll! #spamblocked so keep spewing ur shit @CalFreedomMom @RalphyBoyUSA @ABC @scottddolan 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