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

25504 Records
Phrase Text Dialect Category Label Source
Why would you date an ugly girl who is also a huge bitch? Mixed Abusive User Added
Why would I fuck a bitch that can't fuck? Jus like u hoes don't want want a nigga wit a clit ticckler Mixed Abusive User Added
Why would I be mad at a bitch who couldn't pass the 10th grade 💀 I'll wait Mixed Abusive User Added
Why won't we run the ball? Our offensive coordinator is retarded Mixed Safe User Added
Why was Jorge Zimmerman arrested? Do prosecutors have a witness that saw Zimmy attack TrayTray? Are they afraid of the hoodie pussies? Mixed Abusive User Added
Why these thirsty bitches trying to hit me up slide out of my kik lmfaoo 😂 Mixed Abusive User Added
Why these hoes always tryna be Bitches? Don't they know that hoes can't be bitches.. cause they hoes! @yuckhalin Mixed Abusive User Added
Why these bitches be gettin instagrams just to post pictures of other bitches?? i dont get it Mixed Abusive User Added
Why the wifey type girls single and the hoes being cuffed though? Mixed Abusive User Added
Why the most Ratchet bitches be talkin shit? Y'all got nothing better to do but talk shit, pick up the liq, and hop on a dick. Mixed Abusive User Added
Why the fuck is this bitch calling me for Mixed Abusive User Added
Why the fuck are the @Yankees throwing batting practice tonight? Holy shit... 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