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
"@Dietrich1892: Yall shut up:p" make me bitch Mixed Abusive User Added
"@DiamondLoudKush: The fuck be wrong with these bitches?" Nobody knows Mixed Abusive User Added
"@DevilGrimz: @VigxRArts you're fucking gay, blacklisted hoe" Holding out for #TehGodClan anyway http://t.co/xUCcwoetmn Mixed Hate Speech User Added
"@DaeDaviDavie: @white_thunduh im the bitch okay nudes pat 😪😏🐸" wow Mixed Abusive User Added
"@DGotBricks: What happen to them vixen ent bitches" they got ran and threw to the side like a foothill bitch Mixed Abusive User Added
"@DBAB_Holloway: Check out our 12th man. #CowboysNation" even with all those faggot ny fans in the stands Mixed Abusive User Added
"@Crhedrys: Pussy licking pussy.... meow meow #StopWhitePeople2014 🐱 https://t.co/KeegDCjS5K”"""" 😕 Mixed Abusive User Added
"@CoryBandz: having one loyal female is wayyyyy better than having hoes , idc 💯" Mixed Abusive User Added
"@ComedyTruth: amen miley 🙏 http://t.co/P2Kb2tfyxr"okay, but she don't need to act like a hoe just bc she's "emotionally damaged" foh Mixed Abusive User Added
"@ComedyPosts: Harlem shake is just an excuse to go full retard for 30 seconds." Mixed Abusive User Added
"@Coley_Cee: Let me make a couple tweets off cuzzo page, so I won't get in twitter jail."lmao bitch don't trick me again Mixed Abusive User Added
"@Coley_Cee: @lil_aerii girl you know I was spitting that G shit to you & you was going lbvs"bitch plz 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