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 |
|---|---|---|---|
| RT @SUCKEDOFF: 3 MOST COMMON WHITE PEOPLE ACTIVITIES: 1. Wearing Tapout 2. Shooting up schools 3. Calling you a nigger on Xbox | Mixed | Hate Speech | User Added |
| RT @SUCKEDOFF: "wtf ling ling did you at least calculate the circumference when you threw that ass in a circle?" http://t.co/v2L7GMVA8T | Mixed | Abusive | User Added |
| RT @STROCORLEONE @ThoughtsOfRandy @Yummys_World all deze hoes got past demons in em... YOLO nigga lol + Hahahahaha | Mixed | Hate Speech | User Added |
| RT @STARgotthatDOPE: A lot of these hoes be cheating on they nigga fucking other niggas. Y'all boys better get y'all a real bitch that ain'… | Mixed | Abusive | User Added |
| RT @SSparklesDaily: The most beautiful women I've met have bruised souls, tired eyes, & quiet smiles. The survivors. The ones who know abo… | Mixed | Safe | User Added |
| RT @SSickStory: People need to stop being bitch made. | Mixed | Abusive | User Added |
| RT @SSNAlerts: Rick Scott takes 49% of vote, Charlie Crist takes 46%. Scott wins second term: http://t.co/MmkyGCYVG1 #sayfie #FlaPol http:/… | Mixed | Safe | User Added |
| RT @SOMEXlCAN: Who needs Twinkies? When you got Gansitos? | Mixed | Safe | User Added |
| RT @SMACKHighAZ: "Seton Catholic where their own students talk trash about how low of a division there football team is in." | Mixed | Safe | User Added |
| RT @SLlMSHADY: Can someone show hailie this tweet? 😂😂 bitch blocked me 😤😂😂😂 https://t.co/VlpR7tMcAs | Mixed | Abusive | User Added |
| RT @SLeyTMF: Too many bitches not enough queens | Mixed | Abusive | User Added |
| RT @SLeyTMF: I aint nun to cut that bitch off | Mixed | Abusive | User Added |
Add Local Phrase
Batch Import CSV
CSV OnlyUpload 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