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
@reneeXOmarie yeah she didnt wana bring that pussy to us or tell us where he was so we could just go find one Mexican in this city full Mixed Abusive User Added
@rem @slicknet @netmag right, so the link would be your trash bin … gotcha Mixed Safe User Added
@rellyOnSMASH @LiveAndUncut my bitch do all that and still go out Mixed Abusive User Added
@reganpate @I8dis dumb hoe Mixed Abusive User Added
@regankelly91 go the gulls. First grade should be a cracker. Physical! Mixed Safe User Added
@redron100 but when its the same method other colonial states employed france england... They dont get to bitch when its their playbook Mixed Abusive User Added
@rednexican69 sounds like a bad bitch. Mixed Abusive User Added
@reddroostermann <- I poked this little pussy with a stick, and he curled up into a little ball like a pill bug. @fredseviltwin Mixed Abusive User Added
@red_is_raw lol yeah birds be chirping outside. Bastards. Mixed Abusive User Added
@red_daddy17 @lilJohn_Fnv9 man fck dat tranny.... Juwanna man ass nigga.... Mixed Abusive User Added
@red_daddy17 @lilJohn_Fnv9 and dis wus after i offered to help faggot ass nigga get custody of his kids.... Im lowkey heated.. Mixed Abusive User Added
@rebellious_midy lls omg omg me too getting harrassed by my bby father smh on ig tlk bout hw mch he miss me bitch please 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