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
@BlackManUSA You're killin' me man! <3 Not all conservatives are racists, just like not all NBP hate honkies. Mixed Abusive User Added
@BlackManUSA @texasdivepro Historical point: cracker was a term for the Irish settling in the woods of the mid-Atlantic. Hardly offensive. Mixed Safe User Added
@BlackManUSA @chrislhayes well that's some cracker jack secret service work there. jfk anyone? Mixed Safe User Added
@BlaccLaBelle_ ☺️nice Avi lil nigger Mixed Abusive User Added
@BjwalkinRIVERS bro that hoe live Mixed Abusive User Added
@BittyTang yes. Why protest about sexism then go right home and beg for a guy to beat your pussy up? Im lost at times Mixed Abusive User Added
@BittyTang not sure. I think most women have self hate therfore collectively "women are bitches" becomes their campaign and men follow Mixed Abusive User Added
@Bitterchick @hellobaphomet Y'all be some crazy white bitches. I wants to lay down wit you bowf. Mixed Abusive User Added
@Bitterchick Dat means get the fuck out hoe I be thinkin Mixed Abusive User Added
@Bitterchick Dare be only one bag dat folks be suckin on what I comes to yo partayyyy! All da ofay be wantin to ride in my eldorato Mixed Safe User Added
@BitchsLoveMosa do these bitches really love Mosa though #MosaGang http://t.co/0g1J8Bibpl Mixed Abusive User Added
@Bitcheslovestar The only one of Mary's friends I like so you other bitches don't exist 😂😂😴😴😴😴💤✋✌️ 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