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
@_GOLDwhippp faggots, old people, people who can't drive, drunk people Mixed Hate Speech User Added
@_ElenaRaquel_ its swag bitch aha Mixed Abusive User Added
@_EB_Games @BigBBrown Fuck all you hoes. lol Mixed Abusive User Added
@_Dukefan @KentuckyFanPage thats why we had 8 regular season losses...... #you #are #retarded Mixed Abusive User Added
@_Dreamchasers2 "aint nobody got no time fo dat" (ghetto black lady voice) Mixed Abusive User Added
@_Djweezlove not what I said . I want a DJ to mix the track regardless for their own use ! The video gon be dumb retarded with the reg versi Mixed Abusive User Added
@_Dingyyybritt_ look at what you just said lls new era Girl bye kill bitches w Kindness && wht cousin? Mixed Abusive User Added
@_Dbankss orr why? Thts my lor bae tho wyd why u fucking up hoe? Mixed Abusive User Added
@_DRACHEOFFICIAL I've tried. I always hit ALT+F4 and eat Mega Stuffed Oreos because I can't figure out those programs. lol Mixed Safe User Added
@_DCorNothing_ @KyariesDa4 he should! I got tired of hearing how he can eat pussy 10,000 ways like damn 😂😂 Mixed Abusive User Added
@_Corayma @LuivilleSluggah TF do I look like, delivery bitch or what ahaha Mixed Abusive User Added
@_CharlieA_37 @sean_landez07 y'all's are all little punk ass bitches doe 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