Datasets:
Dataset Viewer
lable
int64 | msg_content
string | msg_timestamp
float64 | usr_joined_at
float64 | time_since_join
float64 | message_length
float64 | word_count
float64 | has_link
float64 | has_mention
float64 | num_roles
float64 | Unnamed: 10
string | Unnamed: 11
string |
|---|---|---|---|---|---|---|---|---|---|---|---|
0 |
@Lemons make me verified
| 1,611,896,279,872 | null | null | 24 | 4 | 0 | 0 | null | null | null |
0 |
basically that timedrame we all got purged
| 1,750,231,076,981 | 1,665,292,253,221 | 84,938,823.76 | 42 | 7 | 0 | 0 | 8 | null | null |
0 |
no one plays livik
| 1,631,604,994,356 | null | null | 18 | 4 | 0 | 0 | null | null | null |
0 |
bro like my character dont even need to aim rho
| 1,738,675,686,967 | 1,665,292,253,221 | 73,383,433.75 | 47 | 10 | 0 | 0 | 8 | null | |
0 |
Does anyone here want to buy popularity?
| 1,743,696,361,816 | 1,723,567,279,002 | 20,129,082.81 | 40 | 7 | 0 | 0 | 1 | null | null |
0 |
if i spend dedicated time like a real artist
| 1,736,445,138,122 | 1,646,639,924,434 | 89,805,213.69 | 44 | 9 | 0 | 0 | 8 | null | null |
0 |
Saala iski maa jaroor jonny sins ki patient rhi hogi
| 1,744,133,821,093 | null | null | 53 | 10 | 0 | 0 | null | null | null |
0 |
bro that guy has 13kd on UR bro
| 1,742,387,159,166 | 1,496,671,442,184 | 245,715,717 | 31 | 8 | 0 | 0 | 6 | null | null |
0 |
u can't warn for 3 time BRUH
| 1,612,786,645,713 | null | null | 28 | 7 | 0 | 0 | null | null | null |
0 |
Its collection level 68 I don’t even think its gotten conqueror
| 1,739,823,839,639 | null | null | 63 | 11 | 0 | 0 | null | null | null |
0 |
Yes I have no idea what is a scrim
| 1,611,547,063,259 | 1,611,457,573,413 | 89,489.846 | 34 | 9 | 0 | 0 | 1 | null | null |
0 |
<@642712953103187988> aaj progress to hui dekh par.
| 1,739,995,655,074 | 1,646,639,924,434 | 93,355,730.64 | 52 | 7 | 0 | 1 | 8 | null | null |
0 |
My teacher had mental health problems bc of me
| 1,613,550,423,932 | 1,613,409,088,905 | 141,335.027 | 46 | 9 | 0 | 0 | 1 | null | null |
1 |
Free content is here 🔞💦: https://discord.gg/2Na4Y2fw @everyone
| 1,739,371,739,806 | 1,611,904,320,630 | 127,467,419.2 | 62 | 7 | 1 | 0 | 1 | null | null |
0 |
how can we revive the server man
| 1,743,246,292,580 | 1,714,487,018,956 | 28,759,273.62 | 32 | 7 | 0 | 0 | 2 | null | null |
0 |
Idk what rank ppl min they let into clan but I've seen some die stupid
| 1,741,926,295,111 | 1,743,248,464,799 | -1,322,169.688 | 70 | 15 | 0 | 0 | 2 | null | null |
0 |
even if late game 6.1 got bronze
| 1,736,006,402,943 | 1,708,165,232,597 | 27,841,170.35 | 32 | 7 | 0 | 0 | 3 | null | null |
0 |
Bro like this is what i get when i google search
| 1,745,396,271,128 | 1,659,319,239,290 | 86,077,031.84 | 48 | 11 | 0 | 0 | 2 | null | null |
0 |
😮💨ohh i aslo misss old days 🫠🫠 Some build a time machine please
| 1,743,746,516,712 | 1,723,567,279,002 | 20,179,237.71 | 65 | 13 | 0 | 0 | 1 | null | null |
0 |
My name is Bite Sandul. My role is to provide free kills as a robot in PUBG Mobile classic games and I do not provide free services. Please do send me an email [email protected] for robot services. Details of the robot services will be replied as soon as possible.
| 1,738,558,358,577 | 1,598,568,952,329 | 139,989,406.2 | 267 | 49 | 0 | 0 | 4 | null | null |
0 |
<@557823452187459606> bro u wanna see what ive written so far for my essay its i think pretty interesting
| 1,742,728,671,952 | 1,659,319,239,290 | 83,409,432.66 | 105 | 18 | 0 | 1 | 2 | null | null |
0 |
If you have no IQ you’re useless
| 1,742,920,903,077 | 1,659,319,239,290 | 83,601,663.79 | 32 | 7 | 0 | 0 | 2 | null | null |
0 |
how is taking _____ counts as male empowerment
| 1,747,569,137,289 | 1,641,445,569,309 | 106,123,568 | 46 | 8 | 0 | 0 | 3 | null | null |
0 |
Then i bought a d cup and was satisfied til last month
| 1,740,056,718,381 | 1,726,802,786,746 | 13,253,931.64 | 54 | 12 | 0 | 0 | 3 | null | null |
0 |
And nobody wants to conquer ur hole
| 1,747,567,533,573 | null | null | 35 | 7 | 0 | 0 | null | null | null |
0 |
Hello guys I will be doing sleep call
| 1,744,868,820,101 | 1,712,171,706,055 | 32,697,114.05 | 37 | 8 | 0 | 0 | 7 | null | null |
0 |
You can order a prostitute if u want
| 1,745,693,748,386 | null | null | 36 | 8 | 0 | 0 | null | null | null |
0 |
nvidia microsoft google open ai sabh bdhincompany arki
| 1,738,062,507,915 | null | null | 54 | 8 | 0 | 0 | null | null | null |
0 |
then maybe try to transfer to UW
| 1,745,396,760,335 | 1,659,319,239,290 | 86,077,521.05 | 32 | 7 | 0 | 0 | 2 | null | null |
0 |
Is there any guy that name sfc boloto??
| 1,741,331,097,959 | 1,616,857,077,374 | 124,474,020.6 | 39 | 8 | 0 | 0 | 3 | null | null |
0 |
yeah australia alot of supercars hypercars only in city
| 1,750,163,780,082 | 1,654,121,107,847 | 96,042,672.24 | 55 | 9 | 0 | 0 | 3 | null | null |
0 |
bro getting smurfed on both val and mr
| 1,740,663,371,486 | 1,496,671,442,184 | 243,991,929.3 | 38 | 8 | 0 | 0 | 6 | null | null |
1 |
@everyone Bro i made a game can you test play? tell me if something is wrong in the game thanks :3 https://github.com/adr1xn/adrixn/raw/main/M5Game_v3.rar
| 1,644,850,098,472 | null | null | 160 | 22 | 1 | 0 | null | null | null |
1 |
@everyone Gifts for the new year, nitro for 3 months from Steam: https://disczrd.com/newyear
| 1,641,551,326,828 | 1,617,090,887,832 | 24,460,439 | 93 | 13 | 1 | 0 | 1 | null | null |
0 |
<@826528222200070204> you beach why did you kill bjorn ironside.
| 1,745,158,167,475 | 1,746,618,902,788 | -1,460,735.313 | 64 | 9 | 0 | 1 | 3 | null | null |
0 |
i went to seach
| 1,611,892,017,115 | 1,607,235,712,456 | 4,656,304.659 | 15 | 4 | 0 | 0 | 4 | null | null |
0 |
old enough to realise that you doesnt make sense
| 1,747,569,316,048 | 1,641,445,569,309 | 106,123,746.7 | 48 | 9 | 0 | 0 | 3 | null | null |
0 |
<@926348629910896690>in USA do we need license to keep AR guns with us?
| 1,745,431,545,076 | 1,739,354,020,352 | 6,077,524.724 | 71 | 12 | 0 | 1 | 2 | null | null |
0 |
Can i get rp
| 1,613,055,390,186 | null | null | 12 | 4 | 0 | 0 | null | null | null |
1 |
Discord Anniversary Giveaway! Nitro for everyone 🎁 Hurry, only today: https://discord-nitro-event.com
| null | null | null | null | null | null | null | null | null | null |
0 |
And the girl even knows it 🤣 which is crazy
| 1,740,175,445,901 | null | null | 43 | 10 | 0 | 0 | null | null | null |
0 |
How many accounts are you gonna create
| 1,746,449,548,018 | 1,627,990,720,502 | 118,458,827.5 | 38 | 7 | 0 | 0 | 3 | null | null |
0 |
i think its time for us to double setter style
| 1,749,757,491,405 | 1,665,292,253,221 | 84,465,238.18 | 46 | 10 | 0 | 0 | 8 | null | null |
0 |
i live in pakistan they just want to have the least amounts of rozas
| 1,740,833,771,739 | 1,663,483,667,671 | 77,350,104.07 | 68 | 14 | 0 | 0 | 5 | null | null |
0 |
the staff here are so cringe
| 1,610,717,841,280 | null | null | 28 | 6 | 0 | 0 | null | null | null |
0 |
i think shibe is either gonna be intp istp
| 1,743,333,351,679 | 1,659,319,239,290 | 84,014,112.39 | 42 | 9 | 0 | 0 | 2 | null | null |
0 |
I could say smth like 梦 “那个汉子有两个木” “什么意思”
| 1,745,397,600,386 | 1,659,319,239,290 | 86,078,361.1 | 41 | 8 | 0 | 0 | 2 | null | null |
0 |
Hi i joined today<:pepe_shocked:799626386654101556>
| 1,611,730,737,783 | null | null | 51 | 4 | 0 | 0 | null | null | null |
0 |
I'm not gonna waste my room card though
| 1,610,874,378,029 | 1,610,849,223,179 | 25,154.85 | 39 | 8 | 0 | 0 | 1 | null | null |
0 |
u can run anything at 100fps on 1080
| 1,735,896,875,581 | 1,646,639,924,434 | 89,256,951.15 | 36 | 8 | 0 | 0 | 8 | null | null |
1 |
First 10 to add me gets free royale pass 5532600515
| 1,711,629,863,297 | 1,665,999,592,325 | 45,630,270.97 | 51 | 10 | 0 | 0 | 1 | null | null |
0 |
First time i failed becoz my coaching scammed me
| 1,748,349,106,437 | null | null | 48 | 9 | 0 | 0 | null | null | null |
0 |
how to use pgt gfx
| 1,610,708,781,369 | 1,625,204,878,513 | -14,496,097.14 | 18 | 5 | 0 | 0 | 1 | null | null |
0 |
go celebrate CNY instead of bombing wow
| 1,738,142,731,023 | 1,638,765,496,347 | 99,377,234.68 | 39 | 7 | 0 | 0 | 2 | null | null |
0 |
I need to avoid that guy at all cost
| 1,745,395,885,230 | 1,745,347,777,535 | 48,107.695 | 36 | 9 | 0 | 0 | 2 | null | null |
0 |
This was the confusion I was having about 2nd match Thanks for confirming it
| 1,610,709,769,839 | 1,607,421,577,397 | 3,288,192.442 | 77 | 14 | 0 | 0 | 1 | null | null |
0 |
no wonder i stalked rovin and he had 20 something kd
| 1,750,162,543,825 | 1,654,121,107,847 | 96,041,435.98 | 52 | 11 | 0 | 0 | 3 | null | null |
1 |
> 💗 **Create your own AI Girlfriend**
| null | null | null | null | null | null | null | null | null | null |
0 |
So why do they are registering
| 1,613,055,614,756 | null | null | 30 | 6 | 0 | 0 | null | null | null |
0 |
"no son u are gay"
| 1,610,725,961,663 | 1,609,161,982,823 | 1,563,978.84 | 18 | 5 | 0 | 0 | 2 | null | null |
0 |
I killed the one of the most deadliest species in the planet
| 1,738,165,184,007 | 1,611,320,410,025 | 126,844,774 | 60 | 12 | 0 | 0 | 4 | null | null |
0 |
People keep saying his hacking and stuff
| 1,741,507,243,858 | 1,611,320,410,025 | 130,186,833.8 | 40 | 7 | 0 | 0 | 4 | null | null |
0 |
His id ain't that visible
| 1,611,649,755,229 | null | null | 25 | 5 | 0 | 0 | null | null | null |
0 |
<@642712953103187988> try doing this instead of punching enemies back into their team after u pulled them
| 1,739,901,714,443 | 1,665,292,253,221 | 74,609,461.22 | 105 | 16 | 0 | 1 | 8 | null | null |
0 |
where are the feeling car guys here who can’t even drive stick
| 1,748,444,372,857 | 1,725,860,584,265 | 22,583,788.59 | 62 | 12 | 0 | 0 | 4 | null | null |
0 |
everyone know him, he is prominent figure of leg less creatures
| 1,741,888,446,786 | 1,739,354,020,352 | 2,534,426.434 | 63 | 11 | 0 | 0 | 2 | null | null |
1 |
Bait (Large Social Server) - https://discord.gg/Dkd79jtreQ
| null | null | null | null | null | null | null | null | null | null |
0 |
https://youtu.be/-5lnQlxBKcs?si=dNJ97ZwxRwwyvCv1 damn,this is alonso 21 years ago<:r_xenxenviet:1146824499908591636>
| null | null | null | null | null | null | null | null | null | null |
1 |
> Our free custom voice channels allow you to change the name, the bitrate, the people allowed to enter, mute someone in the vc, ban someone from your vc, and more. 🔊
| null | null | null | null | null | null | null | null | null | null |
0 |
iska shorts mei jke dek sare pc badhe glt lgre<:r_juitskull:1174453896165462058>
| 1,738,434,289,715 | null | null | 80 | 10 | 0 | 0 | null | null | null |
0 |
Me 0 kd noob
| 1,611,720,434,369 | 1,607,238,073,411 | 4,482,360.958 | 12 | 4 | 0 | 0 | 1 | null | null |
1 |
Free discord nitro for 1 month! https://discord-gg.com/nitro @everyone
| 1,637,232,473,976 | null | null | 70 | 8 | 1 | 0 | null | null | null |
0 |
dont break anyrules remeber
| 1,611,751,450,055 | 1,607,246,984,648 | 4,504,465.407 | 27 | 4 | 0 | 0 | 4 | null | null |
0 |
you can see it on my profile
| 1,735,813,243,261 | null | null | 28 | 7 | 0 | 0 | null | null | null |
1 |
Avatrix gave you 2 weeks of Nitro! Open this DM on desktop to start your free trial
| null | null | null | null | null | null | null | null | null | null |
0 |
Guysssssss can anyone please help me purchase the GROWTH PACK! pubg global
| 1,747,639,622,251 | 1,696,757,198,849 | 50,882,423.4 | 74 | 12 | 0 | 0 | 2 | null | null |
0 |
Give me perms for sending pics here <@313916342573203461>
| 1,749,587,341,160 | 1,748,381,472,974 | 1,205,868.186 | 57 | 8 | 0 | 1 | 2 | null | null |
0 |
now no n1qqas give 2 fucks** **
| 1,737,534,063,867 | 1,598,568,952,329 | 138,965,111.5 | 31 | 7 | 0 | 0 | 4 | null | null |
0 |
<@826528222200070204> dekh dho dala na isko lol
| 1,740,760,662,145 | null | null | 48 | 7 | 0 | 1 | null | null | null |
0 |
i play livik sometimes i play erangel
| 1,612,148,168,404 | null | null | 37 | 7 | 0 | 0 | null | null | null |
0 |
i started working on the 10 min video 4 days ago and i never bothered to finish it
| 1,741,509,315,014 | 1,712,171,706,055 | 29,337,608.96 | 82 | 18 | 0 | 0 | 7 | null | null |
0 |
when I was in love, she was like everything for me, I was ready to do anything to make her happy
| 1,746,908,932,481 | null | null | 96 | 21 | 0 | 0 | null | null | null |
0 |
but now u buy the gear directly
| 1,740,222,990,894 | 1,623,636,598,667 | 116,586,392.2 | 31 | 7 | 0 | 0 | 11 | null | null |
0 |
<@752783040731807769> Blackie r u free ? <:fg_popcorn:831765468821061632>
| 1,739,179,016,508 | 1,743,248,464,799 | -4,069,448.291 | 73 | 7 | 0 | 1 | 2 | null | null |
0 |
says the guy that play free fire accept pubg
| 1,611,641,179,502 | 1,625,204,878,513 | -13,563,699.01 | 44 | 9 | 0 | 0 | 1 | null | null |
0 |
Also maybe don’t start arguments out of thin air
| 1,742,239,223,394 | 1,695,651,814,037 | 46,587,409.36 | 48 | 9 | 0 | 0 | 2 | null | null |
0 |
most students go for private cause it is more rewarding
| 1,737,479,908,332 | 1,663,483,667,671 | 73,996,240.66 | 55 | 10 | 0 | 0 | 5 | null | null |
0 |
do i have to spend the $400? to keep the card or something?
| null | null | null | null | null | null | null | null | null | null |
0 |
ok bro any more n words and you get muted
| 1,736,705,541,585 | 1,665,292,253,221 | 71,413,288.36 | 41 | 10 | 0 | 0 | 8 | null | null |
0 |
its consistent enough so that you dont look dumb
| 1,745,397,417,475 | 1,496,671,442,184 | 248,725,975.3 | 48 | 9 | 0 | 0 | 6 | null | null |
0 |
The bgmi tournament which I've mentioned the first prize was ₹25,000 $290 not ₹10,000
| 1,744,114,982,152 | 1,696,757,198,849 | 47,357,783.3 | 85 | 14 | 0 | 0 | 2 | null | null |
1 |
@everyone Discord Nitro distribution from STEAM. Get 3 months of Discord Nitro. Offer ends August 24 at 11am EDT. Customize your profile, share your screen in HD, update your emoji and more! https://discorcl.click/free
| null | null | null | null | null | null | null | null | null | null |
0 |
Im only 15 he send that vid
| 1,612,880,985,986 | 1,609,161,982,823 | 3,719,003.163 | 27 | 7 | 0 | 0 | 2 | null | null |
0 |
like damn the whole server hated on u 😂
| 1,745,408,449,929 | 1,621,685,214,325 | 123,723,235.6 | 39 | 9 | 0 | 0 | 2 | null | null |
0 |
tumhara kd below 6 tha to classic bhi nhi khelte tumhare sath
| 1,742,666,445,126 | 1,713,104,836,612 | 29,561,608.51 | 61 | 12 | 0 | 0 | 2 | null | null |
1 |
@everyone @here New Year's Nitro giveaway for 3 months from STEAM :snowflake: https://cutt.us/giving23 :snowflake:
| 1,672,850,034,659 | 1,637,551,938,786 | 35,298,095.87 | 117 | 14 | 1 | 0 | 1 | null | null |
0 |
Flashback to today when i took 1 hr of sweet touching time while imagining getting railed by niragi(aka dori sakurada who acted him in alice in borderland)
| 1,740,261,493,125 | 1,726,802,786,746 | 13,458,706.38 | 155 | 27 | 0 | 0 | 3 | null | null |
0 |
The legend is ded
| 1,615,442,620,074 | 1,612,977,014,609 | 2,465,605.465 | 17 | 4 | 0 | 0 | 2 | null | null |
1 |
**25 + guild tags | Given over __$40k__ away in nitro, crypto and robux. **
| null | null | null | null | null | null | null | null | null | null |
0 |
How he admit ah
| 1,626,071,902,499 | 1,611,894,165,887 | 14,177,736.61 | 15 | 4 | 0 | 0 | 2 | null | null |
End of preview. Expand
in Data Studio
Discord Scam / Clean Messages Dataset
A small but carefully-curated dataset for binary text-classification:
“Is this Discord message trying to scam / spam users?”
It is intended as a starting point for fine-tuning lightweight BERT-style models that moderate real-time chat servers.
1 Origin & Collection
- Source servers – private Discord communities (11 k members in total) run by the author.
- Period – 2024-01-01 → 2025-06-01.
- Extraction – Discord.py script iterated channel history
- Initial pool – ≈ 80 000 raw messages.
1.1 Filtering rules
| rule | rationale |
|---|---|
len(msg.content.split()) > 3 |
drop 1-word noise / reactions |
m.author.bot == False |
skip bot output |
m.type == DEFAULT |
ignore system, embeds, stickers |
| deduplicate identical text by the same user | keep only first occurrence |
| Unicode sanity | drop messages whose code-points are > 70 % symbols / emoji |
After rules ⇒ ~20 k candidate messages.
1.2 Labelling
- Classes
0 = clean– ordinary human chat.1 = scam– phishing, fake giveaways, Nitro scams, crypto “airdrops”, credential-stealers, classic spam bursts, etc.- Class balance – 1722 clean / 278 scam (≈ 13.81 % positives).
2 Features
- name: msg_content # original message text type: string
- name: msg_timestamp # message epoch-ms (int64) type: int64
- name: usr_joined_at # author join epoch-ms (int64, blank ↔ unknown) type: int64
- name: time_since_join # seconds between join & message type: float32
- name: message_length # raw character count type: int32
- name: word_count # tokenised by whitespace type: int32
- name: has_link # 1 if “http” substring type: int8
- name: has_mention # 1 if any <@…> mention type: int8
- name: num_roles # number of Discord roles (blank ↔ not a member obj) type: int32
- name: label # 0 = clean • 1 = scam / spam type: class_label
There are missing values in this dataset.
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