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
“@OhThatsLee Uhoh you got the hoes lol RT @verbally_abrupt: Y'all I found this letter on my car. http://t.co/lu58HimXxS” Naaah Mixed Abusive User Added
“@OhShitItsRandy: Remember this bro? 😂 @BrianLovesAss_ http://t.co/RAurUW7mY6”niggah don't show people this 😂😂😭😷 Mixed Abusive User Added
“@Officialzyon777: When the pussy stank http://t.co/D6iRWMInqo” Mixed Abusive User Added
“@OGeezLouise: Bout time RT @JoeBudden: Some of these chicks don’t want a man, they just want support.” Tell that bitch to get a bra Mixed Abusive User Added
“@OGBEARD: Some of y'all bios are trash.” Mine pretty good Mixed Safe User Added
“@NotGrimey Dnt blame niggas when a female see ya hoe ass ways. Go listen to some JT Money fruitcake” Mixed Abusive User Added
“@NotGrimey “@BobbyBudnic My brother a faggot””smh Mixed Abusive User Added
“@NoRapist: on my way to fuck ur bitch http://t.co/ZUVwCcn0IV” @mckinley719 Mixed Abusive User Added
“@NoRapist: on my way to fuck ur bitch http://t.co/SgVBBrwOg2” @mckinley719 Mixed Abusive User Added
“@NoRapist: Using y = mx + b to measure the slope of that ass girl.” @mckinley719 Mixed Abusive User Added
“@NoRapist: Throwing lamps at bitches who need to lighten up.” True dat Mixed Abusive User Added
“@NoGovy: Smh bitches are such haters !!! How dare they do this to her #blackgirls #jealousy http://t.co/i2nnm1Z1” YOOO LOOOL 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