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
@SPIFFY_VUITTON You see the bitch with the fake leg that's bout to come on?? Lmao She kinda bad doe in the Pole Mixed Abusive User Added
@SPIFFY_VUITTON I gotta start treatin these ugly hoes like dimes.. Before they get fine on my ass Mixed Abusive User Added
@SNEAKERLUKE @wojtata @MIKEYMIKEROWAVE @JoeCushKush poor 5SOS has annoying ass cunts as fans. They don't care about you at all you know. Mixed Abusive User Added
@SNAKEHAID @wsaleen15 @rducppp @2_Synnseer @rebelgirl2040 why ur profile a one armed nigger? Mixed Hate Speech User Added
@SMLBound cracker jack work, cdc - did ya think of checking THE PLANE FULL OF PEOPLE? Mixed Safe User Added
@SMASEY you're such a faggot Mixed Hate Speech User Added
@SKEEerra thanks, the bitch that proofread my tweets on vacation this week... Mixed Abusive User Added
@SHanafin34 gotta love Tanner Country, hoes & all,haha! Mixed Abusive User Added
@SHAIkethatAss and I replied hoe http://t.co/738UP5PLia Mixed Abusive User Added
@SFGiants trash smh game rigged bumgarner took roids Mixed Safe User Added
@SBPart01 @melodybrooke11 fuzzy dice might be the nicest thing you could put in your car lol 🎲🎲 Mixed Safe User Added
@SAULSOF1LTHY you aint shit pussy lol go get hit you aint been touched in 10 yrs lmfao 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