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
Everyday I wake up I got a different bitch Mixed Abusive User Added
Everybody that's still on Facebook ghetto or pregnant idc. Mixed Abusive User Added
Everybody loves pot brownies, but I bring crystal meth cupcakes to a party, Suddenly I'm the weirdo Mixed Safe User Added
Everybody is being a bitch at my house Mixed Abusive User Added
Everybody got some to say 💁everybody hate😩 if you ask me ☝️every bitch gay 😍😍 Mixed Abusive User Added
Everybody got foreign bitches and foreign cars 😴😴 Mixed Abusive User Added
Everybody fucking everybody bitch 🙌💨💨✌️👐👏👎🙅everybody with the shit ....that's LIFE 💥💭 Mixed Abusive User Added
Everybody @CollinFlemons was bout to fuck a fat bitch Mixed Abusive User Added
Everybody , Everybody everybody, Everybody sit yo bitch ass down and listen to this true motherfuckin told by Kendrick lamar rolls crash Mixed Abusive User Added
Every time my mom calls me it's to bitch at me about something lol Mixed Abusive User Added
Every time I'm posted up using my phone a Macy's employee wanna scare me 😩👊 bitches Mixed Abusive User Added
Every time I play a Patapon game and hear the "Ushishi Theme", I think of a beatboxing monkey. "YO YO YO GET UPPA!!!" Mixed Safe 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