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
@RottenStench Dat was Charlie Mixed Safe User Added
@Rosie @politicususa only 3 1/2 yrs till next pres. bitches bout what o-dumb-a left her/him Mixed Abusive User Added
@RoseGoldBenzo duh...lol. Me tweeting about eating pussy from the back with my tongue in that made that obvious...lol Mixed Abusive User Added
@Roscoedash shut the fuck up, your wack as fuck. Garbage mohawk having faggot, stop making music and shovel my snow scrub. Mixed Abusive User Added
@Roscoedash lmao, soft ass nigga trying to act all tough, you a little bitch. Sit down and watch from the sidelines pussy. Mixed Hate Speech User Added
@Rosaalbae @iH8TvvitterHoes faggot but you sent me hella nudes. Hmmmm Mixed Abusive User Added
@Rorschach7 But not disaster pussy. That thing is a wreck. Mixed Abusive User Added
@RooDee_Poo Aye bitch. Mixed Abusive User Added
@RonnieMack12 dawg, you so trash your momma got charged with littering when she dropped you off for school Mixed Safe User Added
@Ronnie2K not just @Pharrell gave 2k a trash non-basketball soundtrack, y'all still have problems with servers 😒 Mixed Safe User Added
@RonanFarrow Yeah we know about Anglo-American principles.#slavery #hate #racism Mixed Safe User Added
@Ron_Ron_12 it's a song hoe 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