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
@Whimzee_ so much hoes? Mixed Abusive User Added
@WhereYoHussleAt just to remind yall, cuz hoes be acting like they don't know Mixed Abusive User Added
@WhereYoHussleAt 😂😭😂😭 @CayMarieee look at this shit imma bitch forreal ✋😏 Mixed Abusive User Added
@WhatTheFFacts this some bullshit, bitch. Show Lana Kane. Mixed Abusive User Added
@WhatABarber money cars and clothes. And the hoes. Lol. He just want be successful lol Mixed Abusive User Added
@Whale__Tail what'd the note say? "Stop being a bitch, here's some flowers. <3" gets em everytime Mixed Abusive User Added
@Wes_vL faggot Mixed Abusive User Added
@WendyGAv says the pedophile promoting dolt. LMAO #teabagger Mixed Abusive User Added
@WendyDavisTexas your 30 second add just ruined it. A new low picking on a cripple Mixed Safe User Added
@WendyDavisTexas msnbc the same MSM who said blocking flights from africa is racist yea right No ID no vote bitch gold digger Mixed Abusive User Added
@WendyDavisTexas hey Windy! Does your dildo take out the trash for you? Buzzzzz Mixed Abusive User Added
@WendyDavisTexas @GregAbbott_TX a judge that was appointed by obama who here doesnt see the agenda fucking crooked bitch 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