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
@seansteiger31 bitch i taught you i know my mess ups Mixed Abusive User Added
@seansteiger31 @Tre_mendous23 you still needs to give it to me bitch , I'm on YouTube and rhapsody with it ya cock Mixed Abusive User Added
@seansteiger31 @ me then faggot Mixed Hate Speech User Added
@seanphathaway That wasn't as bad, though drawing conclusions about "WHITE AMERICA" based on a 1,000 person poll is a slippery slope. Mixed Safe User Added
@seannn181 youre a fag Mixed Hate Speech User Added
@seanlo10s bitch you look like a deformed version of rocky Mixed Abusive User Added
@scronybitch @TryHardSilva no bitch Mixed Abusive User Added
@schola_gomes oh I'll make you some brownies alright;))) Mixed Safe User Added
@schargel read the constitution you love. All spending starts in the House. Love uninformed teabaggers. #morningjoe Mixed Abusive User Added
@sbsylvester yo bitch talk about lamp u not on my level do u even know fussy look like stop looking porn kid Mixed Abusive User Added
@sbsylvester how could I be a fag? But I like bitches please tell me Mixed Abusive User Added
@sbsylvester bitch what but I pull more hoes the u dream of 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