Research Tools
Discourse Analysis
Semantic discourse categories assigned by Claude Haiku — 14 DH-informed categories classifying how commenters frame their arguments.
Comments Labeled
44,412
of 487,977 total
Coverage
9.1%
of eligible comments
Categories Active
14
of 14 discourse types
Avg Confidence
0.807
classifier confidence
Model
Claude Haiku
multi-label classification
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Fear / Threat
3,873 comments
I mean Canada is also being invaded by Filipinos too 😂
I mean Canada is also being invaded by Filipinos too 😂
Uses the word 'invaded' to describe Filipino immigration with a laughing emoji, blending demographic anxiety with sarcastic tone.
marky_bruh
Feb 7, 2026
You should go to Surrey in BC. There is Indian and Pakistan gangs going on there.
You should go to Surrey in BC. There is Indian and Pakistan gangs going on there.
Raises security/crime concerns by referencing gang activity associated with specific ethnic groups.
terryloi6975
Jan 27, 2026
Try hundreds of thousands 🎉🎉🎉🎉🎉🎉🎉🎉🎉🎉🎉🎉🎉🎉
Try hundreds of thousands 🎉🎉🎉🎉🎉🎉🎉🎉🎉🎉🎉🎉🎉🎉
Uses celebratory emojis sarcastically to exaggerate immigration numbers, expressing demographic anxiety through ironic commentary.
Poppin-Seeds
Feb 18, 2026
These mfs turn b town into little India Making insurance nearly impossible to get They be living like 10 of them in a 2 bed room home 😂😂 next time investigate the mayor N ask …
These mfs turn b town into little India
Making insurance nearly impossible to get
They be living like 10 of them in a 2 bed room home 😂😂 next time investigate the mayor
N ask bout the multimillion speed camera building 😂😂
Expresses concerns about demographic change and housing/insurance impacts while using humor to frame immigrants as problematic, with undertones of ethnic stereotyping.
JohnDoe-l2i3w
Feb 7, 2026
Wtf bro u just travelled across the border and stayed a night over there only for some drugs and all this is on instructions from that peddler you are buying from scary man
Wtf bro u just travelled across the border and stayed a night over there only for some drugs and all this is on instructions from that peddler you are buying from scary man
Expresses alarm about dangerous criminal activity and border crossing, with speculative/unverified claims.
AlakhGautam_99
Jan 27, 2026
Voluntary compliance always works well with criminals. They never break the law only law abiding citizens do that.
Voluntary compliance always works well with criminals. They never break the law only law abiding citizens do that.
Expresses skepticism about law enforcement effectiveness against immigrants framed as criminals, combining threat anxiety with implicit policy criticism.
roadsideservice2406
Feb 18, 2026
Will you all stop watching what Trump is doing!!!! And start seeing the things he's doing behind your backs!!! He is giving billions in contracts to Musks companies and firing anyone who doesn't agree with …
Will you all stop watching what Trump is doing!!!! And start seeing the things he's doing behind your backs!!! He is giving billions in contracts to Musks companies and firing anyone who doesn't agree with them. They will never leave the Whitehouse, or if they do they will be taking billions if not trillions of American dollars with them most probably to Russia who will then rage war on America when your on the bones of your backside and no economy to fight. Your all looking in the wrong places, someone like Trump or Elon or Putin never let you see what's in their left hand when showing you their right, wake up America and impeach him now or you will have no country left ???❤
Expresses alarm about alleged corruption and hidden dealings, urging impeachment action based on unsubstantiated concerns.
@kathrynjones6491
Mar 4, 2025
if only there was some magical way that we could get them to go to war with the somalians in MN
if only there was some magical way that we could get them to go to war with the somalians in MN
The comment expresses a dark, inflammatory wish for conflict between immigrant groups, reflecting demographic anxiety and threat framing.
aaroncapricorn5867
Jan 27, 2026
Budddy has been in the country for 3 years and is smuggling ppl…..
Budddy has been in the country for 3 years and is smuggling ppl…..
Unverified claim about criminal activity by an immigrant, expressing security/danger concerns.
MimoSop
Jan 27, 2026
Western governements are all traitorous
Western governements are all traitorous
Alarmist claim about government betrayal without evidence, expressing distrust and threat perception.
OuhHey
Jan 27, 2026
Be caution! Nipah Virus 😖😖
Be caution! Nipah Virus 😖😖
Expresses alarm about disease transmission associated with immigrants, combining health anxiety with potential misinformation about viral threats.
chikinyeung7728
Jan 27, 2026
A dark side of India is unfolding...Pandora's box that no one can now close ☹
A dark side of India is unfolding...Pandora's box that no one can now close ☹
Vague alarmist statement about India with ominous framing, suggesting unspecified danger or crisis.
newmediaofficial
Jan 27, 2026
Only the Rich people will survive what's coming ahead for the US.
Only the Rich people will survive what's coming ahead for the US.
Expresses apocalyptic anxiety about economic collapse and class survival without evidence, combining alarmism with vague threat framing.
@hr1371
Mar 4, 2025
6th state ? 4 powers USA china russia and India 2050 was predicted ! Scary times for the free world . Perhaps maybe just a thought ……..
6th state ? 4 powers USA china russia and India 2050 was predicted ! Scary times for the free world . Perhaps maybe just a thought ……..
Expresses geopolitical anxiety about global power shifts and existential threat to the free world based on unsubstantiated predictions.
@kimilsley2040
Mar 4, 2025
America is going down the shitter
America is going down the shitter
Expresses alarmist concern about America's decline, with implicit moral judgment about current leadership.
@Gw49172
Mar 4, 2025
Trudeau we agree with you, all this is going too hurt us American citizens.
Trudeau we agree with you, all this is going too hurt us American citizens.
American commenter expresses concern about negative impact on US citizens, framing immigration policy as a threat.
@RomanBarba-v8v
Mar 4, 2025
They are threatening our Canadian doctors who have families in their countries! They are extorting them with lawsuits and things of that nature in Canada abusing our loopholes. Fix this !!!
They are threatening our Canadian doctors who have families in their countries! They are extorting them with lawsuits and things of that nature in Canada abusing our loopholes. Fix this !!!
Expresses concern about threats to Canadian doctors and calls for systemic fixes, framing immigration-related issues as a security/exploitation problem.
Jake-bh1hm
Feb 18, 2026
Any new immigrant or legal should be deported if they do anything using a beach for a washroom as soon as I wipe their ass make them clean it up and get him the hell …
Any new immigrant or legal should be deported if they do anything using a beach for a washroom as soon as I wipe their ass make them clean it up and get him the hell out of the country the fish poaching killing wild animals for food cuz they can't afford to eat it buy it we don't need people in this country that are of no use and can't even speak the language that should be the first thing
Expresses concerns about immigrant behavior (sanitation, poaching, language) and calls for deportation, framing immigrants as threats to social order and resource management.
EricjSchuh
Feb 17, 2026
Trumps own supporters will be chasing him out of the White House once they all lose their fucking jobs?
Trumps own supporters will be chasing him out of the White House once they all lose their fucking jobs?
Predicts negative economic consequences (job loss) for Trump supporters with sarcastic tone about political backlash.
@futureshock7425
Mar 4, 2025
If we really see the forest for the trees... This is a worldwide agenda... To.. create a helplessness around the socio economic politics.. to even out the playing field of... Everyone.. & the lack of …
If we really see the forest for the trees... This is a worldwide agenda... To.. create a helplessness around the socio economic politics.. to even out the playing field of... Everyone.. & the lack of judicial reform.. to ensure Chaos.. & the eventual Militarized police officers... & The acceptance of law and...Dis. order..... . This really ruins it for the people who appreciate the opportunity for Canadian citizens who really do wish to be legitimate taxpayers & actually work....
... Just another example of how the government is utterly COMPLICIT in denigrating the Judicial SYSTEM... ...
.... This is not a Party Partisanship issue... . It is the.. weakening of our system as a whole...
... As we have seen... The demographics of crime... Is an extreme issue... Not to be taken lightly.... This is beyond sad... It is sheer Apathy.. of the Canadian government to... Protect against outside influences....
Perhaps we might consider that....
... Some people don't have a creed of .. Civil obedience...
Our laws must change... & Radically... As .. some are just given to the thoughts of... Scamming the system... & Trying to get away with.. whatever they can... We need actual... Teeth in our Judicial SYSTEM.. 😮...
Presents a conspiracy-tinged narrative about government complicity, judicial weakness, and demographic crime concerns, mixing unsubstantiated claims with alarmist framing about systemic collapse.
cal.anonymous7970
Dec 24, 2025
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Discourse Taxonomy
Category Distribution
Primary discourse type assigned to each comment
Classifier Confidence
Distribution of confidence scores across all labeled comments
Discourse Over Time
Top 6 discourse types by month — how framing evolves over time
Category Co-occurrence
Which discourse types most frequently appear together on the same comment
Top Channels by Discourse Type
Identity Assertion
CNN
2,313
Tyler Oliveira
1,991
RocaNews
467
JamCan
274
Yoke Immigration Canada
89
Solidarity
CNN
4,297
Tyler Oliveira
400
RocaNews
75
JamCan
36
CTV Your Morning
32
Policy Critique
CNN
3,445
Tyler Oliveira
551
Toronto Sun
340
CTV News
268
RocaNews
235
Humor / Satire
CNN
2,078
Tyler Oliveira
1,667
RocaNews
241
Global News
89
CTV News
68
Fear / Threat
Tyler Oliveira
1,549
CNN
1,332
RocaNews
321
JamCan
204
Toronto Sun
118
Meta-Commentary
Tyler Oliveira
1,702
CNN
1,478
RocaNews
168
CTV News
81
JamCan
77
Unverified Claim
CNN
1,480
Tyler Oliveira
820
RocaNews
203
Yoke Immigration Canada
203
JamCan
152
Moral Argument
CNN
1,733
Tyler Oliveira
704
RocaNews
205
JamCan
73
CTV Your Morning
23
Classified by Claude Haiku (Anthropic)
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14-category DH taxonomy
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