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
“@Nadixo__: "@joelxmontoya: I'm dreaming 😍😍 http://t.co/Y21PyZ5rai" ewwww”bitch you must be fucked up 😂😂 Mixed Abusive User Added
“@My_Fish_Died: You dammn Weed potheads are annoying af on Twitter” weed and pot are the same thing faggot Mixed Hate Speech User Added
“@MyDick_SuckThat: Who that pussy wet for ?” http://t.co/CruDDDHxHh Mixed Abusive User Added
“@MutateRoos: You can be Seminoles but not redskins? K”Seminole tribe got an agreement with them..fsu pay them to use the name Mixed Abusive User Added
“@MsFoxyBaby: #ImAddictedTo girls w fat pussy slim waist fat ass n innocent smiles” truuuuuu Mixed Abusive User Added
“@MrDelightfullll: I've sounded like a fag the last few days 🙈😁😁” your emotions are inspiring 💖 Mixed Abusive User Added
“@MosoKnowso: If a photographer doesn't have a back story on how he started, he did it for pussy #believethat” #CANTKNOCKTHAHUSSLE Mixed Abusive User Added
“@MorganSmith_20: @Luke_Turner_88 so many hoes, that's why”preach Mixed Abusive User Added
“@Moneyhighpapi: When you fuck her GOOD she trip even more” good dick makes a bitch go crazy Mixed Abusive User Added
“@MoneyYoung They not evn hoes in silence anymore”proud of it .... then want respect Mixed Abusive User Added
“@MomMeMustHaves: MMMH Daily is out! http://t.co/bPtRtXcel0 Stories via @KristinCruz” @ExMoShow #yellow is IN! & @romyraves luv the bling! Mixed Safe User Added
“@Mojo4Life_: We'll I'm going to sleep 😒” fag 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