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
@TheJadedNYer nope! btw you's a hoe lol Mixed Abusive User Added
@TheIslamHeretic @WarMachine_83 @BasimaFaysal @MariamVeiszadeh cause it would their tip hand instead they whine like little bitches=> Mixed Abusive User Added
@TheIronPony You rebel. Next you'll be ripping mattress tags off. It's a slippery slope. Mixed Safe User Added
@TheGamecubeGuy any more birds in school? Mixed Safe User Added
@TheGamecubeGuy I liked the day a bird got in your classroom. Mixed Safe User Added
@TheErniie You're a little bitch. Mixed Hate Speech User Added
@TheErniie @DesignsWithSoul pull the trigger bitch Mixed Abusive User Added
@TheEllenShow stfu trash Mixed Abusive User Added
@TheDevonClarke @nick_scott25 faggot scoon you wanna ball? Mixed Abusive User Added
@TheDailyShow well then with all further ado get da fock out ya lil bitch Mixed Abusive User Added
@TheClaireBear36 Don't like to trash talking either way. But to be fair, that's just on Twitter. I'm having a ball on texts. Mixed Safe User Added
@TheChicagoBaker @stopbeingfamous @RaniaKhalek do birds have a 72% out of wedlock rate? is it white fathers that are running away? 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