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
“@Jay_Kay239: This weather need to not flag today! We trying to 50 zip a bitch tonight” yessssirrrrr Mixed Abusive User Added
“@JayStacks25: I might fuck around and fuck yo bitch 😈💯😏” eat her ass when your steal her so you'll be a real ass nigga Mixed Abusive User Added
“@JayGorgeous: i need more beanies”just ordered two true religion ones lol Mixed Safe User Added
“@Jay050709: Liking all my pictures to get a follow ass bitches 😂😂"😭😭😭 Mixed Abusive User Added
“@JasminePhillies: wulf bitch http://t.co/foejLgirAd” thank you👏👏👏👏 http://t.co/daHQZU040n Mixed Abusive User Added
“@Jalenhendricks4: “@In_Her_Tweets: @p_jones2 bitch get outta here dumb ass” lmao” 😫😂😂 Mixed Abusive User Added
“@JalenRose: "I'm rich......" (Dave Chappelle voice) signed #MLB PED users.” Say bitch you pussy Mixed Abusive User Added
“@JalapenoBright: This hoe waited until she got 45 to make a sextape chile.. http://t.co/r9gMmImakO” OH MY LORD😱 Mixed Abusive User Added
“@Jaime_915: @Thompson_Era @HannahAlisee null bruh they both alive thats hans bitch who died” Oh well FBD 😂 Mixed Abusive User Added
“@Jae_Poppa_: @100046729 lol what else do we have in common nigga hate sleeping in the heat”😂😂 summer is for the birds Mixed Abusive User Added
“@JabbCaesar: & these bitches bound to get hurt, cause a lotta these niggas be playin”hell yeah Mixed Abusive User Added
“@JT_Lord: Boutta walk out on these hoes” 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