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
108 MIL RT @SooMajor: And its cause of Romo bitch ass Dez & Witten not eating Mixed Abusive User Added
100s 50s 20s yea I like my money in order bad Asian bitch yea she look just like Kemora Mixed Abusive User Added
100 mile dead zone radius around Philly...gotta go to NY or DC RT @CeeRoss The tri state needs better bitches Mixed Abusive User Added
100 days til Christmas bitches Mixed Abusive User Added
10 RT @ParadoxicalMike 1.5 RT @iDavey On average, 2. But I can be an 8 when need be. "@SinsOfMyFather_ On a scale of 1-10 how ghetto are u?" Mixed Safe User Added
1. Pretty close “@Rosegoldracks: 0 trash ass nigga @07Cannon: “@Rosegoldracks: Quote this and I'll guess your body count”” Mixed Abusive User Added
1-800-slap-a-hoe Mixed Safe User Added
1-100000 You are a semi-evolved monkey that is desperately searching for validation and meaning in life. BBQd you'd be ok with mango salsa. Mixed Safe User Added
1, 2, 3, 4, 5 I’m too drunk to walk, let’s drive. I got bitches with me all night And the party don’t start 'til the drugs arrive #Loaded Mixed Abusive User Added
1) Vader is a Sith. Not a Jedi. Duh. 2) Vader is also a whiny bitch. 3) YODA IS MOTHERFUCKING YODA. #micdrop Mixed Abusive User Added
1) RT @naeluckyass: @ILoveBigTracy @Therealalonig no I'm not crossed eyed, I'm albino. Can't control that Mixed Safe User Added
1 time for the lonely hoes watching #Scandal re runs 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