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
China russia and iran are laughing now. ????
China russia and iran are laughing now. ????
Expresses anxiety about geopolitical adversaries exploiting a perceived weakness or vulnerability.
Fear / Threat
0.85
@boygeorge2337
Mar 4, 2025
Deport them all ✅
Deport them all ✅
Expresses exclusionary demand framed as security/threat concern, with implicit call for mass deportation action.
NorthStar493
Jan 1, 2026
One group being less violent than the other doesn't mean you should be thankful for them. If anything "well-behaved" migrants will keep the white population sleeping and allowing for their replacement without reaction.
One group being less violent than the other doesn't mean you should be thankful for them. If anything "well-behaved" migrants will keep the white population sleeping and allowing for their replacement without reaction.
Expresses demographic anxiety about 'replacement' of white population, framing immigration as an existential threat.
Porkynator-b9y
Jan 27, 2026
To all those in Texas please be careful of contracting the measles
To all those in Texas please be careful of contracting the measles
Expresses health/disease threat concerns, warning about measles contraction in a specific location.
Fear / Threat
0.85
@CaroleGoodfellow-b8g
Mar 4, 2025
This is perfect. Right before I move out, all the houses are going to be taken by people who don't have my country's best interests in mind. 😔 Hopefully young people can encourage some change …
This is perfect. Right before I move out, all the houses are going to be taken by people who don't have my country's best interests in mind. 😔
Hopefully young people can encourage some change to the country. I want Canada to be a good place to live.
Expresses anxiety about housing being taken by immigrants perceived as not having Canada's interests in mind, combined with personal relocation concerns.
Glarmf169
Jan 27, 2026
I’m so happy you made this video, I’m from Ontario. And if you speak out and say there’s too many that have moved here you’re considered racist. They come here and scam their way into …
I’m so happy you made this video, I’m from Ontario. And if you speak out and say there’s too many that have moved here you’re considered racist. They come here and scam their way into the country then bring half their family here, I think it’s disgusting what’s been going on here and there’s too many let into the country. There’s nothing wrong with immigration, but when it feels like a takeover it’s too much
Expresses demographic anxiety about immigration levels ('takeover'), frames immigration as a threat while claiming not to be racist, and critiques government policy for allowing 'too many' immigrants.
YOUT1999
Jan 27, 2026
Virtue signaling liberals will always co-sign being invaded and outbred into the minority, until their own country resembles the shit hole the invaders fled from, you can always bet on that.
Virtue signaling liberals will always co-sign being invaded and outbred into the minority, until their own country resembles the shit hole the invaders fled from, you can always bet on that.
Expresses demographic replacement anxiety and frames immigration as an 'invasion,' using alarmist language about cultural decline.
TheHuskyType
Jan 27, 2026
You mean 296 of the couple of million that aren’t supposed to be here?
You mean 296 of the couple of million that aren’t supposed to be here?
Expresses concern about undocumented immigrants with dismissive framing ('aren't supposed to be here'), combining demographic anxiety with exclusionary identity positioning.
JBrierley02
Feb 18, 2026
Every time I have to drive into Brampton, for any reason, I get major anxiety..
Every time I have to drive into Brampton, for any reason, I get major anxiety..
Expresses anxiety and discomfort associated with a specific location, implying demographic or cultural threat.
Fear / Threat
0.85
gr84all
Jan 27, 2026
Blacks, indiands, africans dude why the hell are all these immigrants taking over all over the world. Every country just needs to lock down there own boarders and no planes in or out.
Blacks, indiands, africans dude why the hell are all these immigrants taking over all over the world. Every country just needs to lock down there own boarders and no planes in or out.
Expresses alarm about global immigrant 'takeover' and advocates for isolationist border policies based on demographic anxiety.
XxdemoxX1
Jan 27, 2026
Tyler come to Iceland, population 350 000. We are being overrun by Muslims, Vietnamize, and Africans.
Tyler come to Iceland, population 350 000. We are being overrun by Muslims, Vietnamize, and Africans.
Expresses demographic anxiety about immigrant 'overrun' in Iceland, using comparative framing to invite the video creator to witness the problem.
Ellabetan1111
Jan 27, 2026
canada with indians is turning into sweden with middle easterns. they dont belong here in any of the 2 countries, its not racist its just facts
canada with indians is turning into sweden with middle easterns. they dont belong here in any of the 2 countries, its not racist its just facts
Expresses demographic anxiety by comparing Canada's Indian immigration to Sweden's Middle Eastern immigration, framing both as threats.
Rozee0612
Jan 27, 2026
Heartbreaking that socialist morons let both of our countries burn for 3rd worlders
Heartbreaking that socialist morons let both of our countries burn for 3rd worlders
Expresses alarmism about national decline attributed to immigration and political ideology.
DocShok
Jan 27, 2026
GET EM THE FUCK OUT
GET EM THE FUCK OUT
Aggressive demand to remove immigrants, expressing xenophobic sentiment and implicit threat framing.
69winno
Jan 27, 2026
Such a threat to our humanity. Seems coordinated and international. Seems systemic and well organized and well funded! Its time to DRAIN THE SWAMP !!!! God protect our children, elderly! Protect our moral leaders and …
Such a threat to our humanity. Seems coordinated and international.
Seems systemic and well organized and well funded!
Its time to DRAIN THE SWAMP !!!! God protect our children, elderly!
Protect our moral leaders and help our Military!!!!
Alarmist conspiracy theory framing immigration as coordinated systemic threat, calling for action.
Araps111
Feb 18, 2026
I’m so sad ?scary times ahead
I’m so sad ?scary times ahead
Expresses anxiety and alarm about future conditions without specific policy critique or evidence.
Fear / Threat
0.85
@HeartstwoHearts
Mar 4, 2025
This US administration is not a government. It is a terrorist organization and most of us, as US citizens, are hostages. Our govt is being dismantled. The rule of law is under attack. This is …
This US administration is not a government. It is a terrorist organization and most of us, as US citizens, are hostages. Our govt is being dismantled. The rule of law is under attack. This is an economic war on us also. God bless you all.
Expresses alarm about government dismantling, rule of law under attack, and characterizes administration as terrorist organization—core fear/threat rhetoric.
@dehnadykeman3614
Mar 4, 2025
OH MY GOD THIS IS SYDNEY... WE ARE GOING THROUGH THE SAME THING. GO AWAY... THEY'RE LIKE FLIES... THEY KEEP BREEDING TOO. STOP.. GO BACK HOME ...
OH MY GOD THIS IS SYDNEY... WE ARE GOING THROUGH THE SAME THING. GO AWAY... THEY'RE LIKE FLIES... THEY KEEP BREEDING TOO. STOP.. GO BACK HOME ...
Expresses demographic anxiety and xenophobic sentiment using dehumanizing language ('flies,' 'breeding'), with comparative reference to Sydney.
MissVee-y8x
Jan 27, 2026
Is disgusting they are taking over
Is disgusting they are taking over
The comment expresses alarm about immigrants 'taking over,' framing immigration as a threat to the existing population.
larrybecker9565
Jan 27, 2026
doomed canada is doomed
doomed canada is doomed
Expresses apocalyptic concern about Canada's future without elaboration, conveying existential anxiety.
Fear / Threat
0.85
StanleyFelix-d7y
Feb 28, 2026
Compare Videos
Select 2–4 videos to compare their discourse profiles side by side (% of labeled comments).
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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