Datasets:

wangyuancheng
/

discord-phishing-scam-clean

label int64	msg_content string
0	hi all. i'm a little confused on the different types of boost/stake farms, etc. if i want to just set something and forget a bit what is the best? i did see that the vvs farms yields can go right to my card. but it's a bit misleading cause the highest apr are coin pairs that are not that common
1	steam gives a personal gift - [steamcommunity.com/gifts/id=1131341079](<URL>
0	as long as you see a spoiler with a mild yellow background theres a high chance it is the chicken game
0	<USER> teach how to switch server to jp bro <DISCORD_INVITE>
0	like i feel thats more of a benefit then a reason
0	kmaunga paisa toh legit trike se hi<EMOJI>
1	Hey, there is a giveaway being held on the Wild server for 1 month of free Discord Nitro To enter, join the server and locate to the announcements channel, after doing that, simply react to the message and wait until the deadline (24th December). <DISCORD_INVITE>
0	An active server filled with voice calls and chats, featuring huge giveaways for active members and exciting events. Thereâ€™s always something happening join the fun!
0	u go to the red area and loot its so simple
0	<USER> I have posted the last one
0	recently i havent had time to learn more content cuz i had to work hard on an english paper but starting next week ill watch more videos
0	i almost started studying for my mid term tdy
0	how would i see if i dont
0	Ok I'll dm the id
0	their body won't produce ovum so no kids
0	basically he wanted to insert a stick into tencent's vagina
0	marvel rivals is losing players at a very fast pace
0	yea bro literally every day oh yea baby literally every minute
0	Release notes v14.6 adds new features. nitro perks autoenabled. Full details at <URL>. This update is totally free for everyone. Nitro subscribers get early access.
0	Yaa I am TeamINCZeusOP...
1	Avatrix gave you 2 weeks of Nitro! Open this DM on desktop to start your free trial
0	Will try like conq now and then but ultimate too Indian for me <EMOJI>
0	he is gonna reach silver soon right
0	I hope you work really really hard
0	Are u dumb senpai Malaysia got so many store
0	An active server filled with voice calls and chats, featuring huge giveaways for active members and exciting events. There s always something happening join the fun!
0	<URL> fun fact : lewis appears in call of duty
0	okay yeah i regret waiting for reading that
0	Most people just gave up on it
0	is this place going to be active now
0	wait i cant use emojis from other servers even tho i hav nitro
0	<USER> ur server does have a lot of retards i must say
0	literally drag it on longer than ninjas low taper fade
0	bro what i do not have 16 pro max
0	they were putting that as pegging tho
0	Video <URL> uploaded.
0	yeto full silver 3 lobby lag gai
0	grab 2 legs more for extra 2 ratings
0	good 120 fps device is 600 dollar
0	Community moved to a new server, invite link <DISCORD_INVITE>.
0	Hi , any1 has some eq preset that is good for pubgm for moodrop chu 2 iems?
0	My friend hav 3 million sub's help him
1	25 + guild tags \| Given over $40k away in nitro, crypto and robux.
0	bruh it takes up half the continent
1	You ll love this, made it with Unity! heroshooter.exe
1	Server boosts only $5 per, PayPal friends and family
0	<<<>>>
0	i have 1kd nooby me
1	Watch how I flipped $300 to $1200 in just a day! Join our room
0	I once had an online argument and that guy messaged my flws for my irl pics on Instagram
0	We kill SIZ IN Classic Erangle
0	What lesson do u love most?
0	im only in year 1 sem 2 rn
0	if he was in sfc he mustve not been a very active member
1	My team boosts servers. Check vouches in my server: <URL>
0	If u r a dude then f ck u
0	unless u accidentally nutted on ur laptop and cause short circuit
0	You can tell me your reddit account name, i will check it <USER>
0	3 big ones all at once inside the 3 separate ones,
0	was 550 aud for a track day
0	How he admit ah
1	@everyone fast join < <DISCORD_INVITE>
0	30usd for such a small amount but it tasted good
0	Stats <URL> refreshed.
0	<USER> if you keep behaving like this I will start hitting on that cabon guy<EMOJI>
0	@everyone the people who don't have a big account... I am giving you a chance to get a marshal account... Pls watch, like and subscribe <URL>
0	You can order a prostitute if u want
0	<USER> bro u are in my match
0	Join the Lichess arena tournament using this link <URL>.
0	I fund this link in a subreddit.. Maybe I'll try this. <URL>
0	says the guy that play free fire accept pubg
0	Weekly report v14.9 adds new features. removes deprecated API calls. Full details at <URL>. This update is totally free for everyone.
0	pubg is unbanned or not
0	<USER> Any other good vpn like octohide?
0	Idk how the money works in tiktok
0	so that u understand only if/when sommeone translates shit like this
0	Dam, i got role but still no pic permission so no bueno
0	you cant change the fact that you are a white american by birth
0	Plz send me 600 Uc guys if u help a someone god help u
1	@everyone Hello I am leaving CS:GO and giving away my skins to people who send trade offers. For first people I will give away my 3 knifes. Don't be greedy and take few skins <URL>
0	I was gonna buy it 4 years ago
0	no i have not heard any of those
0	I think I just play for fun that's why I suck
0	Nope . China is ahead of India
0	why gcash cant redeem nitro
0	Need: Video Editor , Designer and Website making related people Work: Freelance projects to work on Term
0	u need context for this type of thing
1	dm me for prize
0	this is the smartest american ive ever seen in my life
1	Act fast, your subscription is expiring, provide debit card CVV to renew.
1	i will gradually get you started on it understand that trading is hard and be ready to take the next step in life and achieve financial freedom
0	how did he get seemed that ur qq
1	@everyone Who is first? :) <URL>
0	if i am an indian, i would've focused learning to get to harvard rather than returning here
1	Real Discord growth, no bots. DM for samples! Payment in ETH
0	There's a lot of that yes. Some of them are actual official meetups, the one I was talking about was an official JS meetup, but there's lots of those course "scams"
0	where we gonna get the pass
1	@everyone just check this Shared giveaway from Discord and Steam <URL> Free 3 Months of Discord Nitro Offer ends on 20 April. Hurry up to get Discord Nitro and personalize your profile
1	# Try for free --> <URL>
0	Damn y'all push double and triple conquer

End of preview. Expand in Data Studio

Discord Scam / Clean Messages Dataset

📌 Context

This dataset contains real-world messages from my Discord server, labeled to support the fine-tuning of BERT/DistilBERT base models for phishing and scam detection.

💡 Inspiration

Traditional Discord moderation bots rely on static keyword rules set by server owners, but scammers easily evade these filters by subtly altering spellings, using homoglyphs, and other tricks.
To address this, I built an NLP-powered moderation bot by fine-tuning DistilBERT (base uncased) on labeled chat data to recognize scam and phishing messages beyond simple keywords.
The model is deployed as a real-time bot that actively monitors and filters malicious content.
You can find out more here → GitHub Repository

📥 Origin & Collection

Source: Private Discord community
Extraction: Collected using a discord.py script crawling channel histories
Initial pool: ~80,000 raw messages

🧹 Content & Filtering

Messages were collected and filtered using the following rules:

Messages with fewer than 3 words were dropped
Messages sent by bots were excluded
System messages, embeds, and stickers were ignored
Duplicate messages from the same user were deduplicated (only the first kept)
Messages with over 70% Unicode symbols or emoji were removed

This process reduced the dataset to under 20,000 high-quality messages.
Additional scam messages were then manually added to improve coverage of common phishing patterns and tactics.