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
@ASourAppleTree Have heard hillbilly grousings that bugs much worse in the KV since MIC shut down. Mixed Safe User Added
@ASipOf_Mocha Dr. Phil, I'm having trouble figuring out what my fat ass wants to eat, where are the drinks and the bitches? Mixed Abusive User Added
@ASAP_RocKI_ @HuhWhatsACondom *sighs* 1. Not a bitch. I'm a woman. LEARN THE DIFFERENCE. 2. I KNOW I'm fat. 3. It's called a scarf, dumbass. Mixed Abusive User Added
@APrivilege lmao.. Brutal for the nigs who can't get jobs, lol.. Mixed Abusive User Added
@ALatrice16 beautiful bride... Tell Erica congrats if she remembers a nig... Mixed Abusive User Added
@ALaQuannD what you laughing at hoe Mixed Abusive User Added
@AJ0427 Just watched the Llewyn Davis doc. Warm fuzzies abound ☺️ Mixed Safe User Added
@AJ0427 @AshActually Hey, I don't always go there. Sometimes, these three crazy bitches and one suave MFer trick me into going with them Mixed Abusive User Added
@AGreasyMonkey @Huntermoore faggot Mixed Hate Speech User Added
@AC_Hussle bitches are hoes don't be surprised Mixed Abusive User Added
@ACMobbDeep @madsbennett yeah I run over squirrels and coons Mixed Safe User Added
@AB_crispyy_andy I laugh Oreos and lady gaga on a Sunday day 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