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
...but if a SHOW about #Obama was called #Whitish ..........y'all motherfuckers would cry #racist like lil bitches. #Blackish Mixed Abusive User Added
...and I'm goin back to school.. only for the hoes and a class or two Mixed Abusive User Added
...aaaaaaaaand it begins. RT @RileydaKafka: Fucking niggers that's all Kentucky is and ever will be Mixed Hate Speech User Added
....is now tweeting from a tablet....baller bitch! Mixed Abusive User Added
..........does nobody sell #orange flavored and colored #bubblegum? IS THAT YOUR FUCKIN' PROBLEM? #Giants? Fuck it. I'm going #6Pack now Mixed Abusive User Added
... lol nah hoes we dealt with it so will y'all 💀 http://t.co/RXTJwwKfHJ Mixed Abusive User Added
... but bitches catch feelings after, all the damn time. Mixed Abusive User Added
... I just feel bad for the women that continually flock to such darkness. Thugs talk the big talk to simple minded hoes and to their own. Mixed Abusive User Added
. @_HISTO requires soundcloud links and tumblr bitches; he MIGHT let you play his party then. Mixed Abusive User Added
-Can I help you? -Maybe. You gotta card for “Sorry that tranny died in your motel room; now your wife knows. Here’s an Applebees gift card”? Mixed Safe User Added
-5 RT @LoveMeDarlingg: 10. How many hoes do you REALLY have? Mixed Abusive User Added
------>RT @Maxin_Betha @HumbltonBanks ankle socks in general are for the faggots bro Mixed Hate Speech 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