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
@lexxaye DP = Double Penetration aka a dick in the ass and a dick in the pussy at the same damn time. Mixed Abusive User Added
@lexipost30 because she a typical ghetto girll. Mixed Abusive User Added
@lexhound @discordianslip @87pest Nah, they would probably call you out for being the obsessed faggot you are also. Nice try though. Mixed Abusive User Added
@lettherainefall sucks to suck bitch. Mixed Abusive User Added
@lettherainefall on my way to fuck your bitch Mixed Abusive User Added
@lettherainefall fag that's some gay ass shit Mixed Abusive User Added
@lettherainefall @Ann_E_Lizabeth and I are on our way to fuck your bitch Mixed Abusive User Added
@letsdancemofos @markkelly1983 haha, I've swatted that little bitch around all night, starting to feel a bit sorry for him, seriously. Mixed Abusive User Added
@leprechaun_ie Strong with the Force, leprechauns are. Mixed Safe User Added
@lenadunham Sick bitch nutjob Mixed Abusive User Added
@leighvl Niggas probably be watching me like "Look at this Uncle Tom ass Rasta" Mixed Hate Speech User Added
@leiacatherinexx don’t be a hurt little faggot Mixed Hate Speech 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