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
@bitchdicknigga you're a fucking nigger Mixed Hate Speech User Added
@bitchdicknigga yeah cum itch my slit baby cakes Mixed Abusive User Added
@binniemouse bitch don't kill my vibe Mixed Abusive User Added
@billyrunaway Hope she's larger than a bird. Mixed Safe User Added
@billyeichner Since @TomCruise will be a hoser... hi. Mixed Safe User Added
@bill_gaines @MorningJoe ATF is in charge of prosecuting cases and the #teabagger Republicans won't confirm a director to lead the agency. Mixed Abusive User Added
@bijoudulcet geminis rule hoe. 😌 Mixed Abusive User Added
@bigshaadswerver yea TJ in this hoe dunking everything TK hitting shots and Juelz handling the bitch Mixed Abusive User Added
@bigshaadswerver @Alejandro_Bihhh I haven't seen that hoe Mixed Abusive User Added
@bigksmoove them hoes look good Mixed Abusive User Added
@biggerboat99 please be a little depressed bitch the entire time Mixed Abusive User Added
@big_msudawg11 oh state, just enjoy your trailer trash and your sub par sports. Mixed Safe 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