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
“@MoffettMM: Just got done with my last final and I'm walkin around campus like I own this place” queer. Mixed Hate Speech User Added
“@Mix_Mommie: I hate when bitches do that "who are you talking to" shit like clearly you.”I be like "BITCH WIT DA RED DOOR HOE"😂😂 Mixed Abusive User Added
“@MikeyPDaCav5: I love the song "John Doe" #dope” @MirandaWigley @edenbaby101 faggots Mixed Hate Speech User Added
“@MikeDiggEm: @_KudaBrazyy who the old bitch??!!” *hoe Mixed Abusive User Added
“@MightBeKoi: @Satisfied_x @__troyy Edward did OSS, he sparkled” 😂😂 bitch reality Mixed Abusive User Added
“@Mick_Peddicord8: Water polo is so fucking hard #respect” yeah if you're a pussy Mixed Abusive User Added
“@Medrano420: You want to be a little bitch, than ima treat you like a little bitch.” Mixed Abusive User Added
“@MeCause1mRae: A lot of you males need to dress up as real men for Halloween since y'all be acting like bitches all year.” 😂🙌 Mixed Abusive User Added
“@Maxwell_Larsen: When you live this gay, you can't be afraid of two black dicks in your butt" you fucking queer Mixed Hate Speech User Added
“@Maxwell_Larsen: I'm jakes bitch” Mixed Abusive User Added
“@MattieTrump97: Eat a lot of protein Eat a lot of pussy #MattieTrumpsTipsForABetterLife” Eat the whole ass Mixed Abusive User Added
“@Marlin_FishyAss: “@1017_Sqquad: In the mall with yo bitch and yo money I'm getting me somethin 😂💯”😂”💯💯💯💯💯💯💯💯💯💯💯💯💯💯💯💯💯💯💯💯 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