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
@CdashRay "she's wearing the same shirt, what a bitch." Mixed Abusive User Added
@Cay_JEN I didn't think you knew of a bird that couldn't be tamed. #cajuncharm Mixed Safe User Added
@CayMarieee omg bitch go to sleep it was JUST a coincidence huh ? ✋😂 Mixed Abusive User Added
@CayMarieee oh bitch but you couldn't answer mine when I needed a paccage delivered to your house ! So Fucc off 😂😭 Mixed Abusive User Added
@CayMarieee bitch you still subtweets but not replying though 😂😭😌 Mixed Abusive User Added
@CayMarieee bitch you NOT either bye 😂 Mixed Abusive User Added
@CayMarieee bitch ion got no attitude ✋😂😭 sorry hoe I'm shaded Rn Mixed Abusive User Added
@CayMarieee bitch I'm talm bout at like 10 ✋😂 Mixed Abusive User Added
@CayMarieee bitch I'm not coming no more you said your making plans ! Mixed Abusive User Added
@CayMarieee bitch Mixed Abusive User Added
@CatholicMomVA @Neal_Dewing that would cripple our military :) Mixed Safe User Added
@CassiusClay_232 who all in that hoe 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