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
@JNunchuckfuck u can just ask him to suck his dick not that hard white trash Mixed Abusive User Added
@JMuggaaa 😏😩leezy got all the bitches Mixed Abusive User Added
@JMC2488 @jetsgreen @TB12FAN and fuck you too ya little bitch you look like a Mexican sucking a cock in ur profile Mixed Hate Speech User Added
@JLlVE looks prime for some trash pick up Mixed Safe User Added
@JHannahhh oh you mean Noah zimmerman's cute ass 😍. I mean he should, he talks to his hoes all day everyday . & his girl Courtney 😂😴 sooo Mixed Abusive User Added
@JHafe big booty hoes! Mixed Abusive User Added
@JGardenofEden @KySportsRadio @ryanlemond But...country music listeners really are hicks and alcoholics 😂😂 Mixed Hate Speech User Added
@JBilinovich @JZolly23 @cmnw86 You guys wanna skull Fuck some clay birds this weeknd??? Mixed Abusive User Added
@JAYREIDOFFICIAL my nicca! Mixed Abusive User Added
@JAYREIDOFFICIAL a nicca anxious to hear that shit my g Mixed Abusive User Added
@JAYREIDOFFICIAL I want it to be somewhat of a collage .. Money jewels cartiers etc .. Jus little shit to let niccas know we still here Mixed Abusive User Added
@IzThat_xp @xDSmooth lmao denote got a bitch here right now but he love her 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