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
@suchy_monster you make me feel all warm and fuzzy inside 😊 #youCANsitwithus Mixed Safe User Added
@strawberrycoca ling ling krunkchip Mixed Safe User Added
@stonethegreat23 niqqa that's every white person just because some might seem down to earth don't mean there not gonna use nigger against us Mixed Abusive User Added
@stinachase hoe ass nigga lmao Mixed Abusive User Added
@stevoburns561 @ImSwaveyNShit @FreddieGibbs Soft shit? Are you handicapped or retarded? Mixed Hate Speech User Added
@stevennn17 lmao not even bro if a girl a thottie keep it simple call her a hoe Mixed Abusive User Added
@stevemaxboxing that's what the little egotistical bitch deserves his head is huge for someone who gets KO'd when the wind blows Mixed Abusive User Added
@steveeearley @TheChaseUSA @MarkLabbett That cracker as big as he looks on TV? Mixed Abusive User Added
@stevedischiavi Thanks 'Walking Dead' Bro Steve For Mend..USMC "Come on you son-n-bitches you want to live forever"! DoG Mixed Abusive User Added
@steve_phillips_ funny, I thought @bobmuellerwkrn #tbt 90s photo this week would have you hanging me over a trash can by my ankles Mixed Safe User Added
@sternshow Ur still secretly lookng at Tommy Lee's cock! Jesus Christ 4getaboutit! That's a ghetto dream! Mixed Abusive User Added
@stephen_taylor @jproskowglobal So they could complain about racial profiling I'm sure, bloody twats 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