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2026-05-07 00:00:00
2026-05-14 00:00:00
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system
21:58:40
joined channel
hasanabi
2026-05-07T00:00:00
null
null
message
21:58:40
null
hasanabi
2026-05-07T00:00:00
churn-pepper
idiots
message
21:58:41
null
hasanabi
2026-05-07T00:00:00
blood-method
EZ
message
21:58:41
null
hasanabi
2026-05-07T00:00:00
famous-lyrics
Lol snake oil missiles
message
21:58:41
null
hasanabi
2026-05-07T00:00:00
fever-wear
that seems like a good idea
system
21:58:41
hasanabi is live!
hasanabi
2026-05-07T00:00:00
null
null
message
21:58:41
null
hasanabi
2026-05-07T00:00:00
appear-yellow
WhosThisDiva
message
21:58:41
null
hasanabi
2026-05-07T00:00:00
clip-credit
i gotta give it to him for TCM TOOBASED
message
21:58:41
null
hasanabi
2026-05-07T00:00:00
grab-phrase
He also mentioned Isreal had hundreds of nukes @hasanabi
message
21:58:42
null
hasanabi
2026-05-07T00:00:00
axis-rely
Corpa
message
21:58:42
null
hasanabi
2026-05-07T00:00:00
artwork-language
North Korea is making a lot of strides because they aren’t getting fucked with all day anymore
message
21:58:43
null
hasanabi
2026-05-07T00:00:00
paper-maximum
@HasanAbi are we the ONLY ones who have even used nukes against another nation??
message
21:58:43
null
hasanabi
2026-05-07T00:00:00
kit-elephant
VoteYea VoteYea VoteYea VoteYea VoteYea
message
21:58:43
null
hasanabi
2026-05-07T00:00:00
grape-earn
cutter?
message
21:58:43
null
hasanabi
2026-05-07T00:00:00
ship-frequent
LOL
message
21:58:43
null
hasanabi
2026-05-07T00:00:00
family-arena
@hasanabi do you know I can rewind your broadcast while it’s live?
message
21:58:44
null
hasanabi
2026-05-07T00:00:00
find-urban
YEP cutter
message
21:58:45
null
hasanabi
2026-05-07T00:00:00
fine-exotic
KKonaW CUTTER
message
21:58:45
null
hasanabi
2026-05-07T00:00:00
vibrant-rotate
@HasanAbi waste of money, just use drones
message
21:58:45
null
hasanabi
2026-05-07T00:00:00
regular-clutch
"told they must stop" that will not happen
message
21:58:46
null
hasanabi
2026-05-07T00:00:00
puppy-much
And tax payer money
message
21:58:46
null
hasanabi
2026-05-07T00:00:00
rather-limb
they won’t have the launchers soon
message
21:58:47
null
hasanabi
2026-05-07T00:00:00
cause-salmon
they're just gonna ... run out, aren't they?
message
21:58:47
null
hasanabi
2026-05-07T00:00:00
consider-proof
CumDance ?
message
21:58:47
null
hasanabi
2026-05-07T00:00:00
album-ocean
remember when cnn was seen as prestigious? lmao
message
21:58:48
null
hasanabi
2026-05-07T00:00:00
divert-electric
no way, trump said stock piles have doubled
message
21:58:48
null
hasanabi
2026-05-07T00:00:00
attitude-play
NotLikeThis America is so broke
message
21:58:48
null
hasanabi
2026-05-07T00:00:00
office-hint
cum
message
21:58:49
null
hasanabi
2026-05-07T00:00:00
spice-ten
DONOTCUM
message
21:58:49
null
hasanabi
2026-05-07T00:00:00
sound-parrot
DONOTCUM
message
21:58:49
null
hasanabi
2026-05-07T00:00:00
dutch-return
DONOTCUM
message
21:58:49
null
hasanabi
2026-05-07T00:00:00
drip-upper
ICANT
message
21:58:50
null
hasanabi
2026-05-07T00:00:00
harbor-write
why the fuck are they intercepting patriots
message
21:58:50
null
hasanabi
2026-05-07T00:00:00
tilt-slam
DONOTCUM
message
21:58:50
null
hasanabi
2026-05-07T00:00:00
elegant-faint
IMGONNACUM
message
21:58:50
null
hasanabi
2026-05-07T00:00:00
silver-clog
Hooraah $2 trillion military budget
message
21:58:51
null
hasanabi
2026-05-07T00:00:00
wealth-system
Ted "everyone should have it" turner
message
21:58:52
null
hasanabi
2026-05-07T00:00:00
iron-develop
that's like 2 missiles
message
21:58:52
null
hasanabi
2026-05-07T00:00:00
visual-dentist
ROFL SELLING OFF UR STOCKPILE ROFL FAILED EMPIRE
message
21:58:52
null
hasanabi
2026-05-07T00:00:00
animal-measure
SO LIKE 7 MISSILES LUL
message
21:58:53
null
hasanabi
2026-05-07T00:00:00
harbor-rhythm
BUYING IOUs AND SNAKE OIL
message
21:58:54
null
hasanabi
2026-05-07T00:00:00
holiday-speak
Yep
message
21:58:54
null
hasanabi
2026-05-07T00:00:00
color-hurt
TOOBASED
message
21:58:55
null
hasanabi
2026-05-07T00:00:00
renew-gravity
@HasanAbi Does that mean Saudi Arabia has to pay twice if it takes over UAE?
message
21:58:55
null
hasanabi
2026-05-07T00:00:00
intact-drop
KEKW
message
21:58:55
null
hasanabi
2026-05-07T00:00:00
cheese-undo
@hasanabi am I the only one who remembers when the republicans were freaking out about members within the gov being TOO associated with another country such as Russia or china or even North Korea?? OMEGALUL is being a spy/political agent for Israel just an exception to that concern or do they know America has no future...
message
21:58:55
null
hasanabi
2026-05-07T00:00:00
famous-belt
DONOTCUM
message
21:58:55
null
hasanabi
2026-05-07T00:00:00
burger-boat
true
message
21:58:56
null
hasanabi
2026-05-07T00:00:00
reason-mind
Is he a proponents of the Hasanabi doctrine @hasanabi
message
21:58:57
null
hasanabi
2026-05-07T00:00:00
north-child
CHAD
message
21:58:57
null
hasanabi
2026-05-07T00:00:00
seminar-permit
LMAOO
message
21:58:57
null
hasanabi
2026-05-07T00:00:00
add-depth
YEP
message
21:58:58
null
hasanabi
2026-05-07T00:00:00
fever-wear
TOOBASED
message
21:58:58
null
hasanabi
2026-05-07T00:00:00
pony-finger
OH HELL YEAH
message
21:58:58
null
hasanabi
2026-05-07T00:00:00
clutch-virus
he also called isreal a "terrorist state" in 2002 btw @HasanAbi
message
21:58:58
null
hasanabi
2026-05-07T00:00:00
eagle-hub
Salute
message
21:58:59
null
hasanabi
2026-05-07T00:00:00
youth-anchor
YEP
message
21:58:59
null
hasanabi
2026-05-07T00:00:00
awesome-slam
CHAD
message
21:58:59
null
hasanabi
2026-05-07T00:00:00
engine-daughter
That Slipknot song
message
21:59:00
null
hasanabi
2026-05-07T00:00:00
holiday-speak
BratChat LUL
message
21:59:00
null
hasanabi
2026-05-07T00:00:00
employ-ethics
TOOBASED NODDERS HYPERCLAP TOOBASED NODDERS HYPERCLAP TOOBASED NODDERS HYPERCLAP
message
21:59:00
null
hasanabi
2026-05-07T00:00:00
intact-chest
TOPXI need a re-supply, GI?
message
21:59:00
null
hasanabi
2026-05-07T00:00:00
seminar-permit
TRUEE
message
21:59:01
null
hasanabi
2026-05-07T00:00:00
wealth-system
Oh
message
21:59:02
null
hasanabi
2026-05-07T00:00:00
boil-brief
Mhm
message
21:59:02
null
hasanabi
2026-05-07T00:00:00
north-child
YEP
message
21:59:02
null
hasanabi
2026-05-07T00:00:00
depend-room
@hasanabi “The Palestinians are fighting with human suicide bombers, that’s all they have. The Israelis ... they’ve got one of the most powerful military machines in the world. The Palestinians have nothing. So who are the terrorists?”
message
21:59:02
null
hasanabi
2026-05-07T00:00:00
appear-yellow
PokMaskedpika yes sir
message
21:59:03
null
hasanabi
2026-05-07T00:00:00
lawsuit-hint
PRIVATE ENTERPRISE SELLING THEM, NOT 'THE US' PER SE
message
21:59:03
null
hasanabi
2026-05-07T00:00:00
famous-lyrics
Lol I'll give you a missile tomorrow for a million today
message
21:59:03
null
hasanabi
2026-05-07T00:00:00
pattern-horn
Classic american marketing
message
21:59:04
null
hasanabi
2026-05-07T00:00:00
reunion-among
Yep
message
21:59:04
null
hasanabi
2026-05-07T00:00:00
hammer-pig
cumdw
message
21:59:04
null
hasanabi
2026-05-07T00:00:00
lens-repeat
W
message
21:59:04
null
hasanabi
2026-05-07T00:00:00
find-urban
TOOBASED
message
21:59:04
null
hasanabi
2026-05-07T00:00:00
write-moment
agreed tbh
message
21:59:04
null
hasanabi
2026-05-07T00:00:00
animal-pioneer
If China wanted to be nutty, couldn't they just take Taiwan with ease at this point? @HasanAbi
message
21:59:04
null
hasanabi
2026-05-07T00:00:00
autumn-merge
years2make is the name of my neo-R&B boy band
message
21:59:05
null
hasanabi
2026-05-07T00:00:00
quality-tiger
YES
message
21:59:05
null
hasanabi
2026-05-07T00:00:00
proof-blur
YEP
message
21:59:05
null
hasanabi
2026-05-07T00:00:00
ten-brave
YEP ! ALL nukes or 0 nukes. no in between
message
21:59:05
null
hasanabi
2026-05-07T00:00:00
mutual-menu
ironmouseLOVE ironmouseLOVE ironmouseLOVE Love the fit! Looking sharp!
message
21:59:05
null
hasanabi
2026-05-07T00:00:00
cause-salmon
yeah he lifted his opinion directly from the page
message
21:59:06
null
hasanabi
2026-05-07T00:00:00
dilemma-lecture
TRUE YEP
message
21:59:07
null
hasanabi
2026-05-07T00:00:00
tiny-decide
TOOBASED
message
21:59:07
null
hasanabi
2026-05-07T00:00:00
trap-uniform
CorgiDerp
message
21:59:08
null
hasanabi
2026-05-07T00:00:00
cube-exotic
how are we selling from teh stockpile? wheres that money going lol
message
21:59:08
null
hasanabi
2026-05-07T00:00:00
wrong-question
Tomorrows news cycle: Hasan Piker said he will make nukes with his bare hands for Iran
message
21:59:08
null
hasanabi
2026-05-07T00:00:00
force-about
everyone has that take bro
message
21:59:08
null
hasanabi
2026-05-07T00:00:00
flag-puppy
@HasanAbi No more RAR EARTH
message
21:59:08
null
hasanabi
2026-05-07T00:00:00
pencil-donkey
lol.. what kind of gems has he said prior to his death? any quotes on the ellison's taking over CNN? @HasanAbi
message
21:59:09
null
hasanabi
2026-05-07T00:00:00
sport-bubble
turner doctrine
message
21:59:09
null
hasanabi
2026-05-07T00:00:00
control-announce
YEP
message
21:59:09
null
hasanabi
2026-05-07T00:00:00
large-seed
@hasanabi Tasnim Agency: Three American destroyers were attacked by the Iranian Navy near the Strait of Hormuz.
message
21:59:09
null
hasanabi
2026-05-07T00:00:00
endless-very
Why are they talking about a peace negotiation when America has escalated today, is the media attempting to wait for Irans response so they can blame them for the failure of negotiations? @HasanAbi
message
21:59:10
null
hasanabi
2026-05-07T00:00:00
tooth-sword
How is that possible
message
21:59:11
null
hasanabi
2026-05-07T00:00:00
hurt-stick
@HasanAbi 100%
message
21:59:11
null
hasanabi
2026-05-07T00:00:00
youth-anchor
Mhm Either everyone has nukes or nobody does
message
21:59:12
null
hasanabi
2026-05-07T00:00:00
draft-quantum
so is the Ted turner doctrine @hasanabi
message
21:59:12
null
hasanabi
2026-05-07T00:00:00
salt-secret
the Iran toll booth is under attack
End of preview. Expand in Data Studio

zack-n-hasan

Seven days of live Twitch chat logs (7–14 May 2026) from two of the platform's largest and most politically opposite streamers: HasanAbi and Asmongold. Captured using Chatterino, the popular Twitch chat client.

Channels

Channel Description
hasanabi Political commentary and culture. One of Twitch's most-watched political streamers, with a progressive, democratic-socialist perspective.
asmongold Gaming and culture. Asmongold's primary channel, focused on gaming content and broader commentary, with a culturally conservative-leaning audience.

Coverage

  • Period: 7 May 2026 – 14 May 2026 (8 log files per channel)
  • Capture tool: Chatterino 2.x
  • Timezone: GMT+1 (British Summer Time)
  • Total messages: ~1,043,367 chat messages across both channels

Interesting Stats

Stats generated by analyze_stats.py. Emote counts cover Unicode emoji and detected Twitch/7TV emotes. Bot accounts excluded from sender stats. All figures cover the 8-day capture window.

Metric HasanAbi Asmongold
Total messages 494,526 548,841
Unique chatters 29,571 30,774
Total emojis + emotes 396,756 212,032
Avg emojis/emotes per message 0.80 0.39
Avg message length 30 chars / 5 words 24 chars / 5 words
Avg word length 5 chars 4 chars
Vocabulary diversity (TTR) 0.1176 0.1080
Single-message chatters 30.5% 29.3%
Political affiliation Progressive left Culturally conservative-adjacent
Echo chamber High Moderate
Conscientiousness Low individually, high collectively Low individually and collectively
Openness High within ideology, low outside it Moderate on gaming, low on social change
Authoritarian leaning Anti-authoritarian politics, authoritarian norms Culturally authoritarian, low internal enforcement

HasanAbi

  • Total messages: 494,526 - avg ~61,816/day (partial days on 7th and 14th)
  • Unique chatters: 29,571
  • Total emojis + emotes: 396,756 - Unicode emoji 17,177, Twitch / 7TV emotes 379,579
    • Twitch/7TV emotes are strongly associated with Twitch-native culture (Gen Z and younger millennials raised on the platform)
    • Millennial text markers (lol, lmao, omg, ngl) appear in 4.1% of messages; Gen Z text markers (W, no cap, based, mid) in 0.7% - the low rate of both suggests expression routes through emotes rather than typed slang
  • Single-message chatters: 9,019 (30.5% of users sent exactly one message)
  • Repeat chatters: 20,552 (users who sent 2 or more messages)
  • Average messages per user: 16.72
  • Average message length: 30 characters / 5 words
  • Average word length: 5 characters
  • Average emojis/emotes per message: 0.80
  • Vocabulary diversity (type-token ratio, 100k token sample): 0.1176
  • Longest message: 500 characters
  • Most popular phrases (bigrams, excluding emote-only lines):
    • i think (1,769), going to (1,442), the same (1,357), need to (1,326), all the (1,228), if you (1,179), as a (1,170), hasanabi i (1,532)
  • Most popular phrases (trigrams):
    • a lot of (714), just subbed using (904), hasraid hasraid hasraid (856) - the last being a coordinated chat moment during viewer raids

Political affiliation: Progressive left / democratic socialist. Chat regularly references labour rights, Palestinian solidarity, anti-imperialism, universal healthcare, and anti-capitalist critique. Political framing is explicit and central to the channel's identity.

Language bias observations (regex-based detection; figures include counter-speech and quoting - treat as indicative, not definitive):

  • Intensity and anger: 25.5% of messages are all-caps, the highest of the two channels. This reflects a culture of performative intensity - much is emote-driven enthusiasm, but it may contribute to a higher-intensity register. Messages with multiple exclamation marks appear in 0.79% of messages.
  • Hate and dehumanising language: 0.29% of messages (1,447) contain kill/die/hate phrasing. Dehumanising language (vermin, parasite, subhuman) appears in 0.01% - rare, but present.
  • Sexism: Sexist terms appear in 0.24% of messages (1,193). Explicit misogyny markers (women are, female moment) appear in 0.02% - lower than Asmongold's chat.
  • Political outgroup hostility: 0.24% of messages (1,210) use political slurs (fascist, nazi, groomer, libtard) directed at perceived opponents. Given the channel's political identity, some of this is in-group shorthand for out-group figures rather than targeted harassment.
  • Antisemitic framing: Terms associated with antisemitic conspiracy framing (zionist, globalist, Jewish control) appear in 75 messages (0.02%). The channel's heavy focus on Israeli-Palestinian politics means some of these hits are legitimate political commentary rather than antisemitism; context-level review could help disambiguate.
  • Racial slurs: No significant detection across the 8-day window, consistent with active moderation.

Personality observations:

  • Echo chamber: Chat closely tracks the streamer's political positions. Approval signals (BASED, hasFIST) are constant; dissent is rare and quickly moderated. The ban and timeout rate in the logs is high.
  • In-group / out-group bias: Clear us-vs-them vocabulary - terms like bootlicker, liberal, and imperialist are used as out-group labels. In-group membership is confirmed through correct political framing.
  • Performative communication: The high emote-per-message ratio (0.80) suggests a significant portion of messages are reactive affirmations rather than substantive contributions.
  • Collective empathy: Chat expresses empathy toward cited victims of political events - though this tends to be ideological and collective rather than interpersonal.
  • Punitive moderation: The logs contain a large number of permanent bans, suggesting strict enforcement of community norms. Limited leniency appears to be extended to users who violate those norms.
  • Coordinated behaviour: Raid emote spam (hasraid, hasslam, hasbaited) shows strong coordinated participation during live events.
  • Conscientiousness: Low at the individual message level - impulsive reactions dominate - but the community shows collective conscientiousness around ideological consistency, with apparent effort to call out perceived contradictions in public figures.
  • Openness: High within its ideological framework. The chat engages readily with complex political and geopolitical topics. Openness drops sharply at the boundary of that framework - perspectives that challenge core positions are met with dismissal rather than engagement.
  • Agreeableness: High toward the streamer and toward politically aligned viewpoints. Low toward perceived opponents. Chatters who correct or challenge Hasan are tolerated if framed carefully; those who don't tend to disappear from the logs.
  • Authoritarian leaning: Apparently paradoxical. The political content is explicitly anti-authoritarian (anti-establishment, anti-imperialist), yet the community's internal behaviour is highly authoritarian - strict norm enforcement, heavy moderation, and low tolerance for dissent within the chat itself.
  • Relationship with the streamer: Chatters mention HasanAbi directly at a high rate - 45,601 messages (9.2% of all messages). The dominant mode is information-feeding: chatters bring news links, political context, and corrections to Hasan's attention, positioning themselves as co-participants in the political discussion rather than passive viewers. A secondary mode is approval-seeking - chatters share views they expect Hasan to endorse, fishing for validation. Outright sycophancy ("you've built an amazing community") is present but less common than collaborative engagement. Disdain directed at the streamer is rare and swiftly moderated.

Asmongold

  • Total messages: 548,841 - avg ~68,605/day (partial days on 7th and 14th)
  • Unique chatters: 30,774
  • Total emojis + emotes: 212,032 - Unicode emoji 9,729, Twitch / 7TV emotes 202,303
    • Millennial text markers (lol, lmao, omg, ngl) appear in 7.5% of messages; Gen Z text markers (W, no cap, based, mid) in 1.4% - higher rates than HasanAbi's chat, indicating more expression through typed slang and less through emotes
    • The millennial-to-gen-z marker ratio (~5:1) is similar across both channels, but Asmongold's overall higher text-slang rate suggests a slightly older or more cross-platform audience
  • Single-message chatters: 9,009 (29.3% of users sent exactly one message)
  • Repeat chatters: 21,765 (users who sent 2 or more messages)
  • Average messages per user: 17.83
  • Average message length: 24 characters / 5 words
  • Average word length: 4 characters
  • Average emojis/emotes per message: 0.39
  • Vocabulary diversity (type-token ratio, 100k token sample): 0.1080
  • Longest message: 500 characters
  • Most popular phrases (bigrams, excluding emote-only lines):
    • i think (1,929), need to (1,768), the same (1,665), if you (1,549), going to (1,523), this guy (1,478), looks like (1,352), want to (1,421)
  • Most popular phrases (trigrams):
    • a lot of (695), do you think (399), this guy is (396), looks like a (393), we need to (387), did you see (358), om om om (343)

Political affiliation: Culturally conservative-adjacent to libertarian-leaning. The chat is not primarily political, but where politics appears it skews toward scepticism of progressive positions on gaming, entertainment, and culture. Anti-DEI sentiment and resistance to political content in games are recurring themes.

Language bias observations (regex-based detection; figures include counter-speech and quoting - treat as indicative, not definitive):

  • Intensity and anger: 17.4% of messages are all-caps - lower than HasanAbi's chat despite a higher total message count. Multiple exclamation marks appear in 0.42% of messages. The lower caps rate suggests less performative intensity, though gaming reactions account for much of what is present.
  • Hate and dehumanising language: 0.38% of messages (2,075) contain kill/die/hate phrasing - a higher rate than HasanAbi's chat. Dehumanising terms appear in 0.01%. The gaming context accounts for some of this (in-game death references, competitive hostility), but the rate is comparatively higher than HasanAbi's.
  • Sexism: Sexist terms appear at a similar rate to HasanAbi's chat (0.23%, 1,254 messages). Explicit misogyny markers (women are, girl moment) appear in 0.04% - double the rate of HasanAbi's chat - consistent with a community where gender-essentialist framing appears more routinely.
  • Political outgroup hostility: 0.12% of messages (684) use political slurs, a lower rate than HasanAbi's chat, reflecting the channel's lower political engagement overall.
  • Antisemitic framing: Terms associated with antisemitic conspiracy framing appear in 286 messages (0.05%) - higher than HasanAbi's chat and less attributable to political commentary about a specific conflict.
  • Racial slurs: No significant detection across the 8-day window, consistent with active moderation.

Personality observations:

  • More varied discourse: Lower emote density (0.39 vs 0.80) and more interrogative bigrams (do you think, did you see) suggest a more varied pattern of back-and-forth than in the hasanabi chat.
  • Gaming-oriented identity: In-group membership is defined by gaming culture rather than political alignment. Outsiders who criticise gaming are treated with scepticism or mockery.
  • Reactive commentary: this guy is, looks like a, asmongold did you indicate a chat that comments on what the streamer is doing or watching, rather than discussing abstract topics.
  • Cynical humour: Running joke patterns (om om om) and meme callbacks are common. Humour is used as the primary bonding mechanism, distinct from the political bonding in the hasanabi chat.
  • Lower echo chamber signal: The presence of do you think and i think as top phrases - without the heavy validation emote layer - suggests slightly more space for differing opinions.
  • Punitive toward outsiders: Scepticism and dismissal of people perceived as outside gaming culture is common, though internal moderation appears less aggressive than hasanabi's.
  • Conscientiousness: Low individually - messages are short, reactive, and rarely followed up. At the community level there is some collective conscientiousness around perceived hypocrisy in gaming and media, but it rarely extends to structured or sustained argument.
  • Openness: Moderate within gaming and entertainment topics; lower on social and political issues where the chat tends toward settled positions. Resistance to change in gaming culture (anti-DEI, anti-"forced" diversity in games) reflects low openness on those specific axes.
  • Agreeableness: Moderate within the gaming community. Chatters largely agree with each other on gaming culture topics and with Asmongold's reactions. Disagreement with the streamer is more tolerated than in HasanAbi's chat - light teasing and pushback appear without being moderated out.
  • Authoritarian leaning: Culturally authoritarian in the sense of preferring established norms - particularly around gaming, masculinity, and meritocracy - and resisting what is perceived as externally imposed change. Less interested in enforcing internal conformity than the hasanabi chat, but quick to close ranks against perceived cultural outsiders.
  • Relationship with the streamer: Chatters mention Asmongold directly at a lower rate - 26,855 messages (4.9% of all messages), roughly half the proportion of HasanAbi's chat. The dominant mode is observational: chatters talk about what Asmongold is doing or reacting to, rather than addressing him. When direct engagement occurs, it ranges from admiring ("sick steering skill asmon", "W @zackrawrr") to playful ("hahaha cooking asmon") to personal - a notable subset share personal stories seeking connection ("I just got the call three hours ago that they might have found cancer"). Approval-seeking exists but takes a less ideological form than in HasanAbi's chat; chatters want Asmongold to notice them or react, not validate a political position.

Linguistic Comparison

Metric hasanabi asmongold
Avg message length (chars) 30 24
Avg message length (words) 5 5
Avg word length (chars) 5 4
Avg emojis/emotes per message 0.80 0.39
Vocabulary diversity (TTR) 0.1176 0.1080

TTR (type-token ratio) measures lexical variety: unique words divided by total words in a sample. A score of 1.0 means every word is different; scores approach 0 as repetition increases. Twitch chat scores low by nature - the same emotes, phrases, and reactions recycle constantly - so the comparison between channels is more meaningful than the absolute values.

HasanAbi's chat produces longer messages with slightly more complex vocabulary, consistent with a community whose primary activity is political discussion. Asmongold's chat is shorter and more reactive, consistent with a community watching gaming content and reacting to on-screen events. Neither chat scores high on vocabulary diversity (both TTRs are well below 0.20), reflecting the repetitive, high-volume nature of Twitch chat generally.


Dataset Structure

data/
  hasanabi/          # JSONL, one file per day
  zackrawrr/         # JSONL, one file per day
original-logs/
  hasanabi/          # Raw Chatterino .log files
  zackrawrr/         # Raw Chatterino .log files
analyze_stats.py     # Script that generated the JSONL and stats below

JSONL Schema

Each line in the JSONL files is a JSON object:

{
  "channel": "hasanabi",
  "date": "2026-05-07",
  "timestamp": "21:58:40",
  "type": "message",
  "username": "fake-username",
  "message": "idiots"
}

The type field can be: message, ban, timeout, subscription, watch_streak, or system.


Notes

  • Usernames have been replaced with unique two-word pseudonyms (BIP39 wordlist, salted hash). Original usernames are not recoverable from the published data.
  • Chatterino logs include system events (bans, timeouts, subscriptions) alongside chat messages; these are preserved in the JSONL as separate type values.
  • Messages are capped at 500 characters by Twitch's platform limit, explaining the uniform longest-message length.
  • Twitch emote detection uses a curated list of global and channel-specific emotes plus an all-caps heuristic. Some false positives and false negatives are expected for channel-specific 7TV emotes.
  • Both log sets include 14 May 2026 as a partial day.
  • The Asmongold logs and their corresponding JSONL files are named zackrawrr throughout - this is his Twitch account username, which differs from the channel's public-facing name (asmongold).
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