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
@ilovemytroops @SenatorTimScott I see. So you feel betrayed, your racism comes out. Shocked you didn't call him Uncle Tom you bitter loser Mixed Safe User Added
@ilove_2pac if you're concerned about how much your lady makes then that's some bitch shit to me and you need your ego stroked Mixed Abusive User Added
@illest_will @djdynamiq @edrobersonsf @sarahliz_sf TOP NOTCH bitches Mixed Abusive User Added
@illbreatheyouin happy birthday faggot. Mixed Hate Speech User Added
@ileny13 @GiselleMaryy fuck up hoes! Mixed Abusive User Added
@ileny13 @GiselleMaryy fuck up hoes meaning stfu hoes lol 😅 Mixed Abusive User Added
@ijrojo @cameron_ast @lanahudsonnn r u still talking smh bitch idgaf what u is stfu talking to u just going around circles Mixed Abusive User Added
@iiTweet_YuLurk 😂😂💀💀💀💀bitch you outta line Mixed Abusive User Added
@iiAK yea ima spin on yo hoe at about 15 after 12 Mixed Abusive User Added
@iiAK lmaoo boy how you think Benny heard it lol i was blasting that bitch Mixed Abusive User Added
@idochips honky tonk badonka ankh Mixed Safe User Added
@idkconstancio I'm trash Mixed Safe 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