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
@coL_ACHES Why do you bitch about everything? Mixed Abusive User Added
@cnnbrk let me guess they have yellow cake too? Same crap different president Mixed Safe User Added
@cluis838 them peeps who bitches Mixed Abusive User Added
@clinchmtn316 @sixonesixband AMERICA today, the rule of thumb is: when in doubt, blame "whitey" Mixed Hate Speech User Added
@clfrew27 ill slap a hoe Mixed Abusive User Added
@clfrew27 bitch Mixed Abusive User Added
@cleggzta Ho ho ho. Mixed Safe User Added
@classy_girls bruh u such a pussy just talk Mixed Abusive User Added
@claraoswined cute, but I love her yellow raincoat the most, the contrast with that&her hair looks so cute! :P I love her face in your icon! Mixed Safe User Added
@clangloisss hmu negro Mixed Safe User Added
@claire_ming get some orange hoe Mixed Abusive User Added
@cj_menaa1 😩😩😂😂 nigga doing the duggy on dem dead hoes lol 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