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
“@CuffablePisces: TONY ROMO in my #Top10QBs bitches” http://t.co/17sA90xG2H Mixed Abusive User Added
“@Crowdifornia: We agree... do you? http://t.co/4diz5NKYMN” FUCK YES, I DO! Send those illegal, wetbacks home!!! Mixed Hate Speech User Added
“@Condeezy3: What to do after the game....home alone and nothing to do...someone come chill?:) maybe go swimm” ima do ya bitch Mixed Abusive User Added
“@CommonManKFAN: And that's why mock drafts are a joke my friends.....”Anyone??? Mixed Safe User Added
“@CommonBlackGirI: here’s to all the kids who have never found their name on anything in a souvenir store” thanks mom for the ghetto name. Mixed Safe User Added
“@CommonBlackGirI: bitch that's ham on her face http://t.co/vSRAyShD5Y” @rachel_dority Mixed Abusive User Added
“@ComedianSpank: Where the hoes at” shit u got em Mixed Abusive User Added
“@Coley_Cee: @lil_aerii upload our pictures”. Wat pictures bitch Mixed Abusive User Added
“@Coley_Cee: @lil_aerii helloooo bitch?!” Bitch no ones available Mixed Abusive User Added
“@Coley_Cee: @lil_aerii @__yhanaaaa @DTHANG_ lmfaoooo, bitch don't start.” Okay bitch Mixed Abusive User Added
“@CodeineQueeeen: I'm tired of her corny vines, ugly faces, and stupid voices my nigga http://t.co/mstruehtDj”niggah she's sexy 😱 Mixed Abusive User Added
“@CodeeJames: That one ex you can't seem to get over<<<” an is a cunt!! 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