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
The beautiful Fairy Pools near Glenbrittle on the Isle of Skye, Scotland http://t.co/cyi6xSvn97 Mixed Safe User Added
The baddest bitch is back on chestnut! @ryancommakerry #welcomehome Mixed Abusive User Added
The baddest bitch in the world followed me on IG today and started liking all my pics. I aint even all that attractive so I know she catfish Mixed Abusive User Added
The bad bitches still awake? Mixed Abusive User Added
The Yankees still suck! @nikaaaa3 Mixed Safe User Added
The X's and O's, exes and hoes, I exit and ghost 👻 Mixed Abusive User Added
The Wayans bros is the most retarded show ever. Mixed Safe User Added
The Walking Dead is trash people... That is all. 😂 Mixed Safe User Added
The TL talkin about eatin pussy and u watchin soccer? Ur a grade A faggot RT @KillaKev27: This game is crazy !!! Mixed Abusive User Added
The Steelers new uniforms look like homosexual bumblebees. #wtf? Mixed Abusive User Added
The South is full of white trash. The Midwest is full of white trash. The West Coast if full of white trash. Mixed Hate Speech User Added
The Saints are pure trash lol smh 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