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
“@AntiGlib: RT @nateyfu123: #Yankees Michael Pineda in his next start.. http://t.co/Zb1zWN0jet” @954Nole Mixed Safe User Added
“@AnthonyCumia: RT @ispfemme: Another Jersey fail - what a cunt http://t.co/1tZpbHgMhP -No pics needed. Animal.” Dem coloreds be wack Mixed Abusive User Added
“@Ann_E_Lizabeth: I can't stop being a lil bitch” Mixed Abusive User Added
“@AndyyDotCom: Every female owns a thong “@Ben_Dough: If she wear thongs she a hoe lol”” both facts Mixed Abusive User Added
“@Analyyxo: Say Something is the one Drake song I have to listen to when I'm in my feelings”fag Mixed Abusive User Added
“@Amillinati_: Bro like I really enjoy like eating pussy from the back... It makes it more nasty, I like nasty haha 😈”you like eating ass 2 Mixed Abusive User Added
“@Amburger_6: Wtf is flappy bird” are you kidding me Mixed Safe User Added
“@AmandaBynes: I Want You To Be Pussy Whipped” I'm yours Mixed Abusive User Added
“@Alondra_Lu: Ain't that a bitch” Mixed Abusive User Added
“@AlmightyCBoogie: @BenBornReadySMU @vivalakristia ion wanna hear it, then hoes faker than Momma Dee's teeth”💀💀 Mixed Abusive User Added
“@AllEyesOnKIE: Been watching madea plays every night 😂”singing ass bitches Mixed Abusive User Added
“@AlexaDelsanter: This is awkward u fag @corleyhuff @vitchhhh http://t.co/HUDOhA6YQe” wonder who's awesome tank that is 😊 Mixed Hate Speech 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