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
@Buckm00se Joe Cortez is the ultimate faggot that fight proved it Mixed Hate Speech User Added
@Buckm00se I don't like the sand nigger but it's entertaining like 6 knockdowns Mixed Hate Speech User Added
@Buckm00se @letsargueboxing sand nigger ran over some Kidd Mixed Hate Speech User Added
@Buckm00se @LEXXX_RUGER @ivanrabago_ the kikes want to charge you 💯 dollaz for the complete version http://t.co/ZJDLwiAjEo Mixed Safe User Added
@Buckm00se @DaRealAlexInLA I didn't spoil anything & you should have been watched it nigger nig nog Mixed Abusive User Added
@Buckm00se @Cuauhtli02 we gunna laff at Chava/Rubio beaner supporters in a min Mixed Safe User Added
@BryanStars ATL, BVB, SWS, PTV, THE RELAPSE SYMPHONY, SET IT OFF, FAREWELL, MY LOVE, MAYDAY PARADE, FOB, PARAMORE, etc Mixed Safe User Added
@BryanBalsamo lmao u ain't a savage 😂😂 these hoes for everybody Mixed Abusive User Added
@Brutal_Brandy We had a Pacer in the 70s & I 'member loving when "Hair of the Dog" came on the quadraphonic stereo so I could say "bitch"lol Mixed Abusive User Added
@BrotherDiabeats take your queer ass dubstep out of here Mixed Abusive User Added
@BrodyWayneLyles these kids are pussies. We got a white trash kid & a ThugNasty wanna be up in here 😂 Mixed Abusive User Added
@BrocktonBitch We niggas like fuckin roaches. Let one in and you hot dam infested. You a crazy bitch. I dig yo ass 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