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
@McKinseey the grass is greener on the other side of the fence of course it's also a soggy septic field Mixed Safe User Added
@Maxwell_Larsen your a cunt Mixed Hate Speech User Added
@Maxwell_Larsen good bitch 😏 Mixed Abusive User Added
@Maxwell_Larsen @MicTorrance suck my dick you cunts Mixed Abusive User Added
@Maxin_Betha yea, it looks fag-like Mixed Abusive User Added
@Max_Kellerman if it were close than we could bitch but that was going on 10 to zip on scorecards ... Rightful mercy stoppage Mixed Abusive User Added
@MaxOn_MaxOff5 Your a dirty cunt mate lol #missingtheaussies Mixed Abusive User Added
@MaxDeLaCruz8 thx hoe Mixed Abusive User Added
@Mawdern here it's a "wtf dude are you fucking retarded" Mixed Abusive User Added
@Mattyfatass pussy shit Mixed Abusive User Added
@Mattyfatass pussy Mixed Abusive User Added
@Matt_Schiffer @TCOBryce nah its bc I'm a bad bitch 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