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
"@ShanTaughtHer: These catfish hoes thinkin they slick.. But niggas catching on 😌" Mixed Abusive User Added
"@Shaa_Jenkins: If ya bitch always bitching clearly she care!" Or just an annoying Bitch! Mixed Abusive User Added
"@SexualGxfs: @ One of your followers with this 😍😩 http://t.co/F1TJl9xnCT" @ somebody, bitch if you don't Mixed Abusive User Added
"@Samirahusic_: "I don't want to have sex with my gf because I feel like I'm using her.." - anonymous" Whata faggot Mixed Abusive User Added
"@SamJLayman : Holy shit, Freddie Highmore was in Charlie and the Chocolate Factory" Me: *rolls on the floor, laughing* Mixed Abusive User Added
"@SacTownProdigy: Just because tony romo at the mavs game dont mean he still not a bitch lmao.. Fuk them cowgirls" lol bitch fuck you Mixed Abusive User Added
"@RnadJorell: Bruh im tired of niggas retweetin Miley Cyrus naked that bitch aint no types of bad" lmaooo Mixed Abusive User Added
"@RishaaWilliams: @TRESHON_SCROOGE @_Nevertrustt ol bitch ass" http://t.co/AmcOinY0wG Mixed Abusive User Added
"@RiahSM: #hoesaintloyal" well they're hoes,no one expects them to be loyal Mixed Abusive User Added
"@RenegadeMo: Fat hoes get chose" lol Mixed Abusive User Added
"@ReachtheeCLIMAX: bitches can't cook but know how to suck dick .." s/o to the ones that can do both! Mixed Abusive User Added
"@RamBoutIt: “@Master11_: @20ToLife_ @RamBoutIt hoes Austin” teach us Austin."I teach u how to get curved? That's all I know Mixed Safe 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