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
“@Tyga: That ain't my hoe.” Mixed Abusive User Added
“@TyLawson3: F**k it!!!!! I'm never wearing my headband again either!!!!!!” but you don't hoop like a lil bitch tho... Mixed Abusive User Added
“@TwittahCween: Always tryna degrade girls&shit 😒 when really..pussy&ass is almost all yall think about so shuuutt iittt .” Sometimes Mixed Abusive User Added
“@TweetMeTFOut: You goofy RT @ViriDoesItt: Only goofy niggas simp over chicks with community pussy..” Who are you? Mixed Abusive User Added
“@TvvitterFamouse: You just ugly AF stick to one Rt "@07Cannon: This new avi trash or nah"” http://t.co/761Mk9Zkci Mixed Abusive User Added
“@TryHardSilva: Quote this with a weezy verse” you're like a bitch with no ass you aint got shit Mixed Abusive User Added
“@TryHardSilva: Quote this with a weezy verse" I'm a diamond in the rough like a baby in the trash Mixed Safe User Added
“@Truth_305 10 under in Miami is a keeper”not hard to find them hoes just like to brain wrestle Mixed Abusive User Added
“@TripleOgi_: Kanye might be the first nigga to successfully save a hoe.”lol this a original . Tweet Mixed Abusive User Added
“@TrillVanillaaa: I feel like twerking 😂😂” This is why yo pussy stank 🙅 Mixed Abusive User Added
“@TrillOg_Malik: @vintage_monroe_ slut hoe”thot whore Mixed Abusive User Added
“@TrillOg_Malik: @vintage_monroe_ knee ass”crow 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