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
RT @CapoToHeaven Sorority girls the absolute worst bitches Mixed Abusive User Added
RT @CapoToHeaven Niggas will cheat and not even know that bitch name. That shit aint cheating. Mixed Abusive User Added
RT @CapitalT____: How you put ya hoes before ya girlfriend .. 😴 Mixed Abusive User Added
RT @CantBeLocal: The 6 commandments of being a hoe http://t.co/85Z6PYXGpJ Mixed Abusive User Added
RT @CantBeLocal: Bruh these hoes psychic now http://t.co/Y6pFS0kPVZ Mixed Abusive User Added
RT @Cancerous_Kevin: @TimRossComedy @Michael_Craig12 I feel like Tim Ross is a nigger Mixed Hate Speech User Added
RT @CanIFuckOrNah: i'm a bitch but a sweetheart u feel me Mixed Abusive User Added
RT @Cameron_773: You a hoe if your cellphone bill more than $100 a month Mixed Abusive User Added
RT @Cam_Major: naw no bs tho...if u under lets say 20 and u got like 15 bodies...u def a hoe lol. theres no debating that. Mixed Abusive User Added
RT @CamAnderson31: @FrancoisKilljoy @202SOLE YOU might not but the reaction was the same, everyone said that brand was trash yet all his sh… Mixed Abusive User Added
RT @CaloMitchell: Fuck a title bitch throw that ass back YE YE Mixed Abusive User Added
RT @CallMeRenee_: The beat tho 👌bitch im trying bone 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