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
“@prvnceflvcko: When your ex hits you with that "I miss you" bullshit ...lol bitch die” 💀 Mixed Abusive User Added
“@prissyneeer: @WhereYoHussleAt smh they gotta grow up 😂 at least you know these bitches want to be you 😌” I swear ✊ Mixed Abusive User Added
“@prettycha305: Group chat bitches we call yall undercover Feds 👮👮👮 watching everybody” Mixed Abusive User Added
“@pot_headed: Ready for another tat doeeee . 😏”by me right hoe! Mixed Abusive User Added
“@popitfor_tyrick: Bitch said I lie too much bitch you ain't worth telling the truth too”‼️‼️‼️ Mixed Abusive User Added
“@peytonreeces_: “@b10oreo: Lmao nvm” that's right bitch” go drink some warm milk and go to bed Mixed Abusive User Added
“@odlew11: Who clothes in the dryer? I'm tryna dry my clothes”throw them hoes out Mixed Abusive User Added
“@nypost: If you used the ObamaCare website you should definitely change your password http://t.co/VEd4Yyztok” hahahahahah that's sad #boon Mixed Safe User Added
“@notflappybird: Tag a friend that sucks at flappy bird” @me Mixed Safe User Added
“@no_way_hoesaaay: Bro my birds stay having sex , it's on a daily now.”he said "look ma no hands" http://t.co/rCKxYnWtvX Mixed Abusive User Added
“@noLove_moreLOUD: Wifey means The pussy good right now but you gotta go in 2 months.”basically Mixed Abusive User Added
“@noLove_moreLOUD: Shorty name is " Masika" and y'all surprised she a hoe.”😂 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