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
"@CASHandBOOBIES: I been kidnapped yo bitch" Mixed Abusive User Added
"@BrosConfessions: This bitch was so ungrateful http://t.co/06e77bGwbx" fr ..... LULWHORE Mixed Abusive User Added
"@BrokenPiecesmsc: @ItsNotAdam faggot read my tweets after dat k" it wasn't even funny lol Mixed Abusive User Added
"@Blackman38Tide: @WhaleLookyHere @HowdyDowdy11 queer" gaywad Mixed Hate Speech User Added
"@BlackNerdJade: Ok, sis." She'd rather be a broke bitch? *shrugs* she'll have to tell me how it works for her Mixed Abusive User Added
"@BlackChiquitita: Wow. RT @thatmanpalmer I'm lost. Are those buttcheek piercings? http://t.co/yn6guyOUQ6" yeah she's a hoe Mixed Abusive User Added
"@BitchJones92: Get worshiping bitch! http://t.co/R37CejCjou" woof woof Mixed Abusive User Added
"@Bill215_: 💯💯💯 RT @nel_ayden Bitches be wanting to act like niggas so bad 😩😩😩 that shit aint cuteeeee" but niggas act like bitches.. Mixed Abusive User Added
"@BestProAdvice: The facts on tattoos...tattoo http://t.co/ZwnbhpDZ8e" he's a pussy with not tattooing them nipples Mixed Abusive User Added
"@BeenFLYnSolo: ppl talk bad about the ghetto/hood ... but as a kid growing up, a nigga had funnnnnnn !" Mixed Abusive User Added
"@BeenBasedB: @_KudaBrazyy http://t.co/LuUBGL9Y5u" 0 rings 0 mvps 0 bitches lol Mixed Abusive User Added
"@BeEasyJrizzy: u ever kill a ant on the sidewalk and think damn what if that nigga was on his way to get some pussy"No bs must b >30%chance 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