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
@bnp We are being overrun by mongrels because ZOG or the Jews that run our countries want the white man to perish. Mixed Hate Speech User Added
@bm00re43 bitches naked** Mixed Abusive User Added
@blowme you mean trash. Mixed Safe User Added
@blastmccurdy in your dreams little leprechaun hemroid Mixed Abusive User Added
@blakeshelton I'm coming for you bitch boy!!! http://t.co/yASXoqnLEA Mixed Abusive User Added
@blackymiles lol to get the yellow bleach stain out use a baking soda hydrogen peroxide paste on the stain and throw in the washer Mixed Safe User Added
@blackrepublican how long after the name change will al memorabilia w/redskins name be deemed racist and therby illegal? Mixed Safe User Added
@bjohnson613 This is why I follow and love you, Bill. I may bitch at you, but I'll never quit you. Mixed Abusive User Added
@bitty_boop @Oreo cookies sound wonderful. Mixed Safe User Added
@bitchsides you're a bitch Ihy Mixed Abusive User Added
@bitchkrieg like the new AVI. My Twitter is retarded and shows you in the cubs hat but when I stalk your profile it show the new one Mixed Hate Speech User Added
@bitchkrieg HBIC....... Head bitch in charge. 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