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
RT @KekePalmer: Being loud, ghetto & energetic aren’t offensive things to me. I own who I am & where I come from, nothing to be ashamed of … Mixed Abusive User Added
RT @KejonASavage: "@_chocgirL: Rich homie and bird man gone be at mansion élan tonight 👀" some niggas got fuckd up by the bouncers when i w… Mixed Abusive User Added
RT @KeithOlbermann: @MarkDBrown0824 you mean like the Yankees did this year when they prioritized a farewell tour over a playoff run? Mixed Safe User Added
RT @Keepingupw_jr: I respect those niggas who respect their girls & dont pay them hoes no attention . Salute to you ! Mixed Abusive User Added
RT @KeepDatShit100: NASHVILLE* RT @DragonBallDeez: *Atlanta RT @PacDaGoat: Houston has so many trash drivers Mixed Abusive User Added
RT @KeOs_GunnPlay: U can kill carl but not my nigga glenn whos gonna take care of my hoe maggie Mixed Abusive User Added
RT @Ke2yourheart: I don't play about the monkey, you have to earn this shit😴 Mixed Abusive User Added
RT @KayciMalynn: @__0utcast___ hey cunt, I miss you. 😭😭 Mixed Abusive User Added
RT @KayciMalynn: @__0utcast___ hey cunt, I miss you too 😔 Mixed Abusive User Added
RT @KayciMalynn: “@__0utcast___: Kayci and I greet each other by saying "hey cunt" like it makes me lol” -The only person okay with me cal… Mixed Abusive User Added
RT @Kay_M_es: These bitches act local n think global Mixed Abusive User Added
RT @KattWilliams: me as a good friend: *supports and encourages ur hoe activities* 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