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
"@HBMostDope: @1Jayee @PipinHoes used to send that bitch up" Mixed Abusive User Added
"@Gotti_LTF: Happy Bday Bitch Ass Nigga @JetsAndASwisher"preciate that bitch roll up! Mixed Abusive User Added
"@Goofstroop: You a woulda coulda shoulda ass hoe 😳🙊" Mixed Abusive User Added
"@Gizzy_Jones94: If she kiss u with her eyes open watch that bitch!"lmfao Mixed Abusive User Added
"@Girllssues: I wanna have sex with my mom fuck her right in that pussy where I came from" damn you got hacked like fuck Mixed Abusive User Added
"@GirlThatsVonte: Yall still going trick or treating this year or nah?"hell yeah ima be da sweet tooth bandit steal bitches bags n shit Mixed Abusive User Added
"@GirlThatsVonte: Yall bitches wit no edges be doing the most talking 😩😴✋"😂😂😂 Mixed Abusive User Added
"@GirlThatsVonte: These hoes be thinking Meat won't slap they ass 😴👋" ainna bruh Mixed Abusive User Added
"@GagaTom1: “@MaleFoot: 3 | Amo los pies http://t.co/4QE1hDkK8i”" fuck yeah Mixed Abusive User Added
"@GTM_Al: Ya side bitch gotta know it's rules to this shit..anybody ask you my cousin from jersey thinkin bout moving" lmmfao 😂😂😂😂 Mixed Abusive User Added
"@GEDMelle: 17 missed calls!!!! 😠😡"Das yo P.O bitch twitter finna be screamn #FreeMoneyMelle Mixed Abusive User Added
"@G27Status: I could go for a fat ass bitch on my lap" same 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