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
“@koleworld4: @what_evaittakes it's cute af bitch”😂😂 I believe u!! It's jus getting pAss trusting u wit a needle to someone head👲 Mixed Abusive User Added
“@koleworld4: @what_evaittakes bang💁”that's a trust worthy bitch😐😩 Mixed Abusive User Added
“@koleworld4: 😝 http://t.co/61zY8Cc47j”bitches swear they emojis😩😂 Mixed Abusive User Added
“@kitty_hello14: @Im_Yung_Jay 🍪🍪🍪🍪🍪 bitch ass nigga fuck you ! 👏👏👏👏👏👍👍👍👍👍” <= these hoes ain't got no manners #RealTalk Mixed Hate Speech User Added
“@kissme_faith: This bitch comes right in & gets tooo comfortable http://t.co/u9Duc84iwS”😳😧 I never saw this yo my gut all out I hate u😂😂 Mixed Abusive User Added
“@kissme_faith: @what_evaittakes Yea bitch”dam! Mixed Abusive User Added
“@kirstenkraft: there isn't one song on Blacc Hollywood I dislike.” Except the song with nicki minaj because that triffling bitch sucks Mixed Abusive User Added
“@kingCvpital: “@GinaSanabria_: “@kingCvpital: “@keanabermudez: MEN are the biggest hoes lmao”””” Mixed Abusive User Added
“@kincade00: Rico full of shyt”full of money hoe Mixed Abusive User Added
“@kincade00: Rico be bored then a bitch”damn boy you watch me more than these hoes do Mixed Abusive User Added
“@kiaramariexo: “@1kRock_: boot up. http://t.co/czj5npIfKi” for u hoe niggas” so girls that take BC are hoes? 🐸☕️ Mixed Abusive User Added
“@keyna__: “@cosmeticJUNKiee: "need to get laid 😂😂😂😂 sike im celibate" bitches be like 👆👆👆👆👆👆👆”👀”👀 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