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
“@nicekicks_nico: I see so many mad hoes on the tl. Tht shit should be illegal.”tbh Mixed Abusive User Added
“@nhalegood: When hoes feel like their photo didnt get enough favorites http://t.co/ZDf98BpF94” Mixed Abusive User Added
“@nerfgunirwin: “@1DAlerts: Just saw Ashton. Hardly anyone cared. Waiting for Harry 😜” wtf” bitch I'd be all up in Ashton's grill you feel? Mixed Abusive User Added
“@najmaaa_ali: Lool I agree RT“@stopitfive_: the most fucked up show I ever watched was misfits”” wen Simone wifed that hoe was the saddest Mixed Abusive User Added
“@muhlackk: I'm Trynna find a bitch with a fat ass” Mixed Abusive User Added
“@mix3ddchickk: Donny a hoe” Since when?¿? Mixed Abusive User Added
“@missyf922: It's my birthday!!!!! Yesssss!!!!!” Obviously nobody cares bitch Mixed Abusive User Added
“@mikeceeno: Just seen 2 pregnant bitches fight” did the look like sumo wrestlers? Mixed Abusive User Added
“@miilkkk: this dude a fucking legend bruh, fuck her right in the pussy lmao http://t.co/GfYrQ2VFYZ” true legendFuck her right in the pussy! Mixed Abusive User Added
“@miilkkk: On a scale of 1-10 this bitch is literally a 6 http://t.co/A3rMyfNUS4”hahaha Mixed Abusive User Added
“@meezytk_: "Go text your other hoes" Me: http://t.co/wC5Tr4UHS6” @ayostew_ Mixed Abusive User Added
“@medaOriginBitch: That one friend who you greet with an insult.” @MorbidMermaid @EvanBecker513 niggers Mixed Hate Speech 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