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
“@boojieque: 😂💩RT @WebbMadeThis: Lemme find out you niggaz letting bitches shit on yo faces” 😭 niggas is weirdos Mixed Hate Speech User Added
“@bonnoxxx: @WebbMadeThis mane the skinny bitches was playin lol I had too take my weight class too another level” 😭😭😭😭😭😭😭😭😭😭😭😭 Mixed Abusive User Added
“@blyth33s: “@chaserojo: .. where the fuck is your top lip http://t.co/iZBPn0Pms9” in my pussy” @lilshwenda Mixed Abusive User Added
“@bigg_boss23: I never get on twitter but when I do, I get in bitch fights with niggas. not even females bruh..” http://t.co/Kf6pxGKJXr Mixed Abusive User Added
“@beautifullapril: About to go take over the A this summer. Binging alll the fly bitches to bless atl! #turnup!” Thank you!! 😁😁💯 Mixed Abusive User Added
“@beautiful_bleus: 7. You still fucn ya ex?”na that bitch corny Mixed Abusive User Added
“@bbluedreamm: “@Pouyalilpou: depressed but I got hoes” same” Mixed Abusive User Added
“@badnradbrad: @whattheflocka @MorbidMermaid sydneys my favorite” she's a nigger but I love her Mixed Abusive User Added
“@ayyceethegreat: Don't really have anyone to talk to when things start going wrong...” Aight hoe ass nigga Mixed Abusive User Added
“@avelindner: if he has a girlfriend don't be a hoe and text him yanno who u r 😇” Mixed Abusive User Added
“@arrogantori: Scrappy always on the reunion with hella hoes 😂”real nigga lmao Mixed Abusive User Added
“@annijohnesce: @100046729 grow up bitch 😂😂😂😂” 😂😂😂💀 they was cute 😂😂😂😂😂😂 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