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
he was actually crying bitch 😂 Mixed Abusive User Added
he said it's a black bitch 😱😨😕 Mixed Abusive User Added
he not gay? no he just fuck with busted basic bitches lol Mixed Abusive User Added
he had a song called "Hit u from the back" with the iconic lines "There they go! a big ole pack of pretty bitches..." Mixed Abusive User Added
having one of those days where a pimp wants to unfollow every bitch in a 30 mile radius on IG that won't let me beat Mixed Abusive User Added
having a blast yesterday...she even had me on the monkey bars tryna kill myself lol! http://t.co/31g1KM56 Mixed Safe User Added
hate when you point out truths to people, and they flip the script like you're in the wrong, bitch what ? Mixed Abusive User Added
hate when hoes caption shit "who is she" lol shit is hella cheesy Mixed Abusive User Added
has anyone noticed that aliens have flaws too, some of those retards have crash landed on earth? means they dont know how to drive Mixed Abusive User Added
harm this pussy instead RT @ABC7: missing 26-yr-old USC medical student last seen Tuesday May harm himself http://t.co/evU04p6SUR Mixed Hate Speech User Added
happy halloween bitches http://t.co/AIXvaTJqxu Mixed Abusive User Added
happy bro, happy ho: "Happy husband key to marriage? U of C study thinks so" | http://t.co/KkNd87Mv4b http://t.co/kag0xFDd1S 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