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
“@_1KANE: LMAOOO I find this shit so funny y'all hoes ain't content with working it out with one nigga http://t.co/dBtcv0fBN1”that's boring Mixed Abusive User Added
“@ZvckSlvt3r704: My sister shittin on you hos once again "@VSamone: wodeh bout dat action http://t.co/nzHXA8GuA5"”😘😘😘 Mixed Abusive User Added
“@ZeeCobb: All I want for my birthday is a female with a large buttocks.” Big booty hoe Mixed Abusive User Added
“@YungEthiopian: " I got a natural mean face" "i be havin mean mugs and ion even be knowin" bitch shut the fuck up”right Mixed Abusive User Added
“@Yummy: Oreo ice cream cake 🙌 http://t.co/dvabPmgQjo” 😍 Mixed Safe User Added
“@YoureGayIf: .@1227jarred Shut up, faggot.”😂Set himself up Mixed Abusive User Added
“@YeridZee: I'm not a bitch like @Vikyfdez15 💁 lol” sorry not sorry, tried to give him a hint that I didn't want to speak to him so idc 😌 Mixed Abusive User Added
“@Yattabing Cavs trash.. Heat trash.. Smh”pat gotta make trades Mixed Safe User Added
“@Yankees: Alfredo Aceves in to relieve @CC_Sabathia here in the 4th. #Yankees” he needs to go away , gas can ! Mixed Safe User Added
“@Yankees: #Yankees and Red Sox are scoreless as we play in the 2nd inning.” THE BAMBINO IS WATCHING! Mixed Safe User Added
“@YaBoyRoshi: When you try to smash but that pussy stank http://t.co/alfwPUmnls” Mixed Abusive User Added
“@Xenoss_: I don't love these hoes” *we 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