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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