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
“@iank12: Half tempted to go outside and run my phone over with my car because it's such a piece of shit. #FuckiPhones” do it pussy Mixed Abusive User Added
“@iank12: @LTomasiello75 @AJDougherty13 me 3” you don't even lift pussy Mixed Abusive User Added
“@iank12: @AJDougherty13 no you homo” sorry I can't be straight like you and pull mad bitches 😔 Mixed Abusive User Added
“@iamkrause: No need to thank me, killing niggers is it's own reward.” Dis my pal from our graduation when we was 26 Mixed Hate Speech User Added
“@iamkrause: All I see in every #IfTheyGunnedMeDown tweet... http://t.co/XWmkac1Aw6” Dis be like da colored Brady Bunch Mixed Safe User Added
“@iamSHIRAQ: @WhereYoHussleAt u got hoes tho” WERD 👂 WHERE 👀 Mixed Abusive User Added
“@iamSHIRAQ: @WhereYoHussleAt @CayMarieee yall partners in crime” that's my bitch she can't ride solo Mixed Abusive User Added
“@iTweet4UglyPpl: “@KirbyMouf: No one wants an ugly nigga, so you've got him all to yourself. No more stressing over hoes” <-” lies ! Mixed Abusive User Added
“@iSignMyOwnBoobs thats my fav part on Take Care”whole album trash Mixed Safe User Added
“@iKayKing: Things hoes say... https://t.co/i9zs1OUd0I” Mixed Abusive User Added
“@iDntWearCondoms: U get what u put in. If all u offering is pussy don't be mad when all u receive is dick” 🙌 Mixed Abusive User Added
“@iDntWearCondoms: Ladies what if a dude put two hands in your pussy and started clapping?” Lmaoo 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