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
"@airmaxlad1: Sniff http://t.co/FHHbBRMYBN" perved up scally lad. fuck yeah. Mixed Abusive User Added
"@airmaxlad1: Hot meat http://t.co/BRz8Imk5vK" sexy as fuck scally lad. I would love to meet him and his trainers. Mixed Abusive User Added
"@adriwadrri: No love for these fuck niggas" hoes* Mixed Abusive User Added
"@_simplycaitlin: why do my friends hate me" because you a ratchet hoe.. Mixed Abusive User Added
"@_rapdreams: bitches hold they nigga down when he get locked up... but if a nigga go to college or the military it's a different story. 😴" Mixed Abusive User Added
"@_prettyflvck0: Me And Paul Thinkin Bout Gettin Rentals For Da Weekend 🚙💨💨"oooh shit bitches betta stay out da streets Mixed Abusive User Added
"@_iwantfranny: He's a hoe , I can't" Mixed Abusive User Added
"@__youreWelcome: Im a boss ass bitch" ...that needs to sit in a corner Mixed Abusive User Added
"@__taradise__: Ya nigs out there still saying y'all don't eat butt?!" WITH A STRAIGHT FACE! Mixed Abusive User Added
"@__sneakyb: I hate when boys deny that they have bitches 👐😩" smh Mixed Abusive User Added
"@__Sugga: There's a lane some bitches need to stay in 😎" the left n get right the fuck outta our face 😭💁😘 Mixed Abusive User Added
"@__MALIBUbarbie: Nd wtf is up with dark bitches with blonde.. PLEASE HAVE SEVERAL SEATS HOE!" ..looking like black&milds out here 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