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
@ohso_blessed @Wale lmao! whore my life on a bad day is better than any good day that you've ever had. fuck a day bitch haha Mixed Abusive User Added
@ohVixen bitches be crazy. Mixed Abusive User Added
@ohVixen I love laying in bed by myself because I have a twin size bed and bitches be takin up 3/4 and I ain't havin that Mixed Abusive User Added
@ohVixen @iBaneXx You gotta respect a bitch before she let's you put your entire arm in her vagina. Mixed Abusive User Added
@ofhdirector Everybody, look at this bird-killing wind mill lover. ;-) Mixed Safe User Added
@officiallyshay where you been at nigglet? I ain't seen you in a while. Mixed Abusive User Added
@obamac0re I don't like it peaceful that's boring I like fighting I come from the ghetto do u remember that it's p impossible for me not to Mixed Safe User Added
@oak_log check yer phone nigger Mixed Abusive User Added
@oVoshubham No the fuck am not bitch how bout u get out there bitch ass Nigga stupid ass Mixed Hate Speech User Added
@oJvrdy i have that bitch bloked lmao Mixed Abusive User Added
@nytimes seems if they dont come up with it, its trash, nobody outside hollywood knows what ppl will pay to see..ha! Guess those in hw dont Mixed Safe User Added
@nyrkelsmads Im not a bully, you half-retarded talking flotation device! @kimberlymt413 I assure you, Im no bully. 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