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
@politicsofamy Whoa easy Amy, don't slag the Canucks too much with such a generalization Mixed Safe User Added
@poak_ he was no more a cunt with a shitty attitude than Apex or Pamaj or Banks. Mixed Abusive User Added
@poak_ But then you have no idea what people's actually personalities are like maybe Pamaj has always been a cunt hahaha Mixed Abusive User Added
@ploppy74 And you a funny ofay! My mammy woulda been happy I made friends wit da folk dat brought us to da new world in chains Mixed Abusive User Added
@pistol_pete96 that's a good choice, except all the whale bitches you'd fuck would get pregnant Mixed Abusive User Added
@pistol_pete96 @ZP3_ fuck y'all if you doubt me, I'm a piece of white trash I say it proudly Mixed Abusive User Added
@pistol_pete96 @ZP3_ @max_byers12094 LJ hoes!! Mixed Abusive User Added
@piersmorgan shut up with your arsenal already, you bitch! Mixed Abusive User Added
@piersmorgan house keeps passing CR's senate says no because harry ried is obamas bitch.. not his states who does the senators represent? Mixed Abusive User Added
@piersmorgan his hillbilly ass would shoot ya piers put ya right next to the buck hangin on his redneck ass wall Mixed Abusive User Added
@piersmorgan @JeremyClarkson You two need to stop acting like two little bitches. Mixed Abusive User Added
@phreshagu_25 yeah you right and you know them Mexicans bringing all they family that hoe finna be packed 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