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
Dis bitch a wizard “@dominicrock55: “@H8UHOES: Snd me nudes like dis lol http://t.co/7f2dW6SMR8” her couch floatin? Wtf” Mixed Abusive User Added
Dis be one sexy bitch http://t.co/lVCNeDp4PT Mixed Abusive User Added
Dirty pop on the counter bitch dirty in it Mixed Abusive User Added
Dirty hoe Mixed Abusive User Added
Dino in rare form RT @BALTsneakerShow: Mind your business hoe RT @Drewhite3: Annually RT @BALTsneakerShow: Smh Webb hurt Mixed Abusive User Added
Ding ding ding 😂😂 «@saudiasade Sagittarius - trash.» Mixed Safe User Added
Difference between "niggers" and "niggas". #Tupac my OG 💯 https://t.co/L2Fm9cFgFW Mixed Abusive User Added
Diets aren't for alcoholics.......a bitch be tipsy quick from eating veggies and shit Mixed Abusive User Added
Die twice bitch “@DivaMonRoe2uHoE: Thank you. 😘 “@07Cannon: @DivaMonRoe2uHoE you're the filthiest hoe of all time http://t.co/Ju84cIxp7Z”” Mixed Abusive User Added
Didn't know Alberta had Brampton bitches #flourish Mixed Abusive User Added
Didn't get to hit the slopes today, but snowboarding lessons first thing in the morning! #excited Mixed Safe User Added
Did you punk bitches take my salmon cream cheese? 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