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
@Wagz This cold we have going around our little hick town had about everyone I know locked in their houses for better than a week. Stay well Mixed Safe User Added
@Waanderlusting id chink you if you left me with blue balls Mixed Abusive User Added
@WaTch_Scenario Yeah so you better play with me ya nigger Mixed Hate Speech User Added
@WaTch_Scenario Destiny will make Titanfall it's bitch Mixed Abusive User Added
@WaTch_Mark @WaTch_Scenario Normally I would say she must have a great pussy but since I've seen it, that's not true so idk what it is. Mixed Abusive User Added
@WORSTRAPLYRlCS Everything Jay-Z writes is trash. Mixed Safe User Added
@WHSVGrantCruise birds of a feather. You stand with PETA. I stand with sanity. Mixed Safe User Added
@WHAScameradan We might have more. Can't really be sure. But some weird little bird said that might be a possibility. Stay tuned. Maybe. Mixed Safe User Added
@WFopitei eat shit. Who are you working for?! You nappy bitch. Mixed Abusive User Added
@WBeezy_ call out bitch Mixed Abusive User Added
@VoiceofaPatriot Now now…that bird is one of God's creatures :-) Mixed Safe User Added
@Viri_BraceFacee wassup niggah 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