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
@chanelisabeth that nigger music Mixed Hate Speech User Added
@chanelisabeth fuck yo bitch ass then Mixed Abusive User Added
@chanelisabeth cuz ur a bird bitch Mixed Abusive User Added
@chanelisabeth I'm subtweeting my sister, hoe Mixed Abusive User Added
@chanelisabeth I drive illegally retard Mixed Abusive User Added
@chanelisabeth @Emmasayshai #icanhashtaghoweveriwant #bitch Mixed Abusive User Added
@chanel_2Playa @TODDIE_soPLAYER nigga you proud of 80% I was in that bitch 99.99% the .01% is from me going to get the weed out the car Mixed Abusive User Added
@chandraingram95 sounds like you bout to smack a hoe Mixed Abusive User Added
@cgoodwoman @stevenadamswv Crystal probably only person in world interested in my poor black hillbilly:Jamaica::poor white hillbilly:WV idea Mixed Safe User Added
@cdnrod And they bitch cause police showed in force.They were the only thing preventing them from getting turned in2 road kill #I70Shutdown Mixed Abusive User Added
@ccass357 @Liveitupjersey real Serious in CT! Bunch of whiney cunts! Mixed Abusive User Added
@cbfollowheidi bye ugly hoe please do something about that nasty horse hair weave. 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