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

25504 Records
Phrase Text Dialect Category Label Source
RT @__Stackzz: “@VoiceOfDStreetz: “@__Stackzz: @VoiceOfDStreetz lol for what?” Lol you dissing us”😂😂😂 shut up bitch Mixed Abusive User Added
RT @__SoulFlower: "I'm against feminism I think men and women should be equal" a bitch that don't know shit about feminism Mixed Abusive User Added
RT @__PrettyTea: 30 bottles ! 30 bitches ! Mixed Abusive User Added
RT @__PrettyBlaack: If a bitch think I'm worried about her , that bitch overthinking 😭😂🙅💁🙆‼️ Mixed Abusive User Added
RT @__Lonz: Once a hoe , always a hoe 👌 Mixed Abusive User Added
RT @__LilNiNo: R.I.P 💀 to the hoes💃 dying for attention. Mixed Abusive User Added
RT @__LilBrisko: I don't care about none of these bitches Mixed Abusive User Added
RT @__Junebugg: That hoe is live though Mixed Abusive User Added
RT @__Junebugg: @VoiceOfDStreetz hell yea save money like a hoe Mixed Abusive User Added
RT @__J_R: Smh nigga is mildly retarded RT @Thotcho: LMFAO RT @JustDoJ: If Griff wasn’t injuries we’d legit be 6-1 Mixed Hate Speech User Added
RT @__Independentt: Why do these hoes think it's cute to take pictures kissing eachother ? #gaggggg Mixed Abusive User Added
RT @__HoldMyHEART: I don't understand how bitches find the time to worry about what another bitch is doing 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