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
"@metroadlib: colored contacts in your eyes? blinders on mine. cause i can't see you at all." Lmao Mixed Safe User Added
"@maybe6789: Now u got what u want bitch ! Enjoy it http://t.co/gLQzwtGMj9" now this is a crazy party I would love to attend. Mixed Abusive User Added
"@marackaf: “@white_thunduh: Aye yall ima tryout for the bowling team frfr” tryouts passed tho" no theres two more retard Mixed Abusive User Added
"@lildurk_: I don't trust dese hoes Nikki told 51st where I stay at all my fans screen shot ASAP" we finna come to Chiraq and shoot sumn Mixed Abusive User Added
"@lildurk_: I can turn yo bitch into a eaterrrrrrrrr" Mixed Abusive User Added
"@likemicah: Y'all dumb ass niggas be so pressed to have hoes. Y'all weak as fuck as fuck" ...weed over hoes, oreos too. Mixed Abusive User Added
"@leikant: This is so fucking hot!! #scally #sneakersex #sockfetish #sniff #trainersex http://t.co/TubivxbxcO" love me some kinky scallies Mixed Abusive User Added
"@kikiSTFU: I'll break that lil bitch neck and won't even feel sorry about it" Savage Mixed Abusive User Added
"@kazooook: We actin like it's the 7th day @WesGodLaFlare http://t.co/s9gMtEvpaT" 👻spook Mixed Safe User Added
"@kayreneeee_: Fuck wit us and then we tweakin hoe" shmurda! Mixed Abusive User Added
"@k_eazy26: Facts what baldheaded bitch made this shit. 👊👊😫😒 http://t.co/fDYojpT9Xg" Lmao 😩😂 Mixed Abusive User Added
"@juicyyyjayyyy: Side bitch Sunday 😂😂😂" 😂😂😂 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