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
“@FreakyAbandoned: Mental Asylum in Dallas Texas, 1980's. http://t.co/03S8dEsEzq” should I go find this hoe? Mixed Abusive User Added
“@ForeverrrJadaaa: huge nips scary me” they scary me too Mixed Abusive User Added
“@Fly_Air_Walker: Everybody entitled to they own opinion tho.” Not that bitch she need to shut up & sit the fuck down Mixed Abusive User Added
“@FliirtNextDoor: Phat pussy 😍😩💦💦💦😈: http://t.co/Cbel8h29e1”that looks like a scrotum Mixed Abusive User Added
“@FliirtNextDoor: If yo pussy stank ; u wasn't raised correctly”lmao Mixed Abusive User Added
“@FabianMleal: I'm fucking tired. Ending the night with some rips🍁🔥” so much for hitting me up bitch Mixed Abusive User Added
“@FREDOSANTANA300: Up making plays” can I have my slut bitch girlfriend u always rap about back yet? Mixed Abusive User Added
“@FRATernize: I want to be obsessed with someone and I want someone to be obsessed with me”then u might have to kill the bitch😳 Mixed Abusive User Added
“@Erikaj00: Killin in tekken 6 😎” lies you trash Mixed Abusive User Added
“@Erikaj00: I saw a girl scratch her private today.. What that mean?” Don't fuck her right in the pussy Mixed Abusive User Added
“@Erikaj00: “@Hazel_Dot_Com: Hell naw. RT @Dexluger: I wanna see this! http://t.co/u1dqv3EEV3” yes! Lol”trash as hell Mixed Abusive User Added
“@Emoney25_: @West305 @_ImJustDede Ima whoop this boy!” It's nothing you bean head ass 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