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
People in the west better wake up real fast.
People in the west better wake up real fast.
Vague alarmist warning about Western societies facing unspecified danger, urging urgent awareness without substantive detail.
charleshowd9784
Jan 27, 2026
I feel so bad for the canadians ngl.
I feel so bad for the canadians ngl.
Expression of sympathy for 'Canadians' implying demographic or cultural threat from immigration, with us-vs-them framing.
justaemptymall
Jan 27, 2026
Hurt Canada. Dam. Its going hurt US
Hurt Canada. Dam. Its going hurt US
Expresses concern about mutual economic harm from tariffs, with emphasis on negative consequences for both nations.
@sonjacalloway9761
Mar 4, 2025
I know it's really hard but people have to stop feeling apologetic start standing up or you're just going to lose everything and you only reason why immigrants especially Muslims when they screw their own …
I know it's really hard but people have to stop feeling apologetic start standing up or you're just going to lose everything and you only reason why immigrants especially Muslims when they screw their own family members that's why they keep on having kids everybody is getting fed up even here in the USA with all these Muslims and other immigrants need to start clearing out the government I'm picking people who are for us
Expresses demographic anxiety and existential threat ('lose everything'), with calls to action against immigrants and Muslims specifically.
joannmuzyka9298
Aug 25, 2025
There’s also a lot of gun violence in Brampton and home invasions. That place is the biggest joke in Ontario. Sad to see this happen
There’s also a lot of gun violence in Brampton and home invasions. That place is the biggest joke in Ontario. Sad to see this happen
Expresses concern about gun violence and home invasions in a specific location, characterizing it as a negative outcome.
theBigDirty9319
Jan 27, 2026
Many korean are so nervous because trump plans to impose tarriffs to Korea even though Korea and US are in FTA. Help us!!
Many korean are so nervous because trump plans to impose tarriffs to Korea even though Korea and US are in FTA. Help us!!
Expression of anxiety about tariff threats to Korea despite trade agreements, with plea for help.
@최세현-q1m
Mar 5, 2025
I don't Trust America anymore
I don't Trust America anymore
Expression of distrust in America, framing it as a threat or concern relative to Canada.
@mrinmoyroy100
Mar 4, 2025
Don't try to be friends with Chump and MAGA-they are a cult and will use even their own as sacrificial lambs...
Don't try to be friends with Chump and MAGA-they are a cult and will use even their own as sacrificial lambs...
Warns of danger from Trump/MAGA movement, characterizing them as a cult that exploits allies.
@JamesHames-kz5oe
Mar 4, 2025
enviable? really? then why does Global have to send a Chinese girl downtown to interview immigrants that have been here for 50 yrs, yet still can't speak basic English, not just them, I've seen people …
enviable? really? then why does Global have to send a Chinese girl downtown to interview immigrants that have been here for 50 yrs, yet still can't speak basic English, not just them, I've seen people that claim they've been here for 25, same thing, who also aren't Drs, professionals, you know all the delusions that you are talking about, cause that's the bullshit lie that we needed all these immigrants for skilled jobs, like the lie that all cabbies are really Drs, engineers, ect.... it's a lie, from the start, cause we needed to keep the boomers in the lifestyle they didn't pay for, ie all the debt/deficits since 68 when they started voting
Commenter expresses demographic and integration anxiety through anecdotal claims about immigrants' language skills and qualifications, framing immigration as a threat.
rona3393
Feb 17, 2026
Everyone knew that Trump election meant the end of american supremacy in the world. His insanity was there all the time. The whole world saw that comming. Everyone but americans saw. Now you have a …
Everyone knew that Trump election meant the end of american supremacy in the world. His insanity was there all the time. The whole world saw that comming. Everyone but americans saw. Now you have a foreign billionaire imploding your democracy from within to install a fascist experiment. When you wake up from this nightmare, the world order will have changed and America will be a second-rate country.
Expresses alarm about Trump's threat to American democracy and global order, framing it as an existential crisis with geopolitical consequences.
@janjanfernandes2289
Mar 4, 2025
Give Canada what they want! They may seem nice but a darkness lurks underneath!
Give Canada what they want! They may seem nice but a darkness lurks underneath!
Expresses suspicion and hidden danger regarding Canada ('darkness lurks underneath'), framing it as a threat despite surface niceness.
@melissar2943
Mar 4, 2025
yo Canadians, were fucked
yo Canadians, were fucked
Commenter expresses anxiety about Canada's economic situation due to tariffs, using colloquial language to convey concern.
@BreadPitttttttttttttttttttt
Mar 4, 2025
Canada just threatened Americans directly. Now it's going to get ugly. Why would Canada escalate and dare trump?
Canada just threatened Americans directly. Now it's going to get ugly. Why would Canada escalate and dare trump?
Expresses alarm about escalation and danger ('going to get ugly'), framed within US-Canada relations.
@KjNix
Mar 4, 2025
I’m from Vermont, I was floored when you mentioned crossing into here. Just know that some locals held illegals at gun point last year until border agents showed up 🙂 people take that pretty serious …
I’m from Vermont, I was floored when you mentioned crossing into here. Just know that some locals held illegals at gun point last year until border agents showed up 🙂 people take that pretty serious here.
First-person account of border security concerns and vigilante response to undocumented immigration, framing it as a serious threat.
vtman5656
Jan 27, 2026
everyone saying mass immigration is missing the bigger picture , its mass globalization , if u go to canada and its like inda , you go to the UK and its like Iran , you …
everyone saying mass immigration is missing the bigger picture , its mass globalization , if u go to canada and its like inda , you go to the UK and its like Iran , you go to Minnesota and its like Somalia , soon they will say theres no need for countries
Commenter expresses demographic anxiety about mass immigration transforming national identity and cultural character, comparing multiple countries to suggest a pattern of cultural replacement.
gavinbrooks3058
Jan 28, 2026
The voters of Trump, have decided they would prefer a nation run by two dictators Putin and Trump. Make no doubt about it. They will crush this nation and steal all the treasury money and …
The voters of Trump, have decided they would prefer a nation run by two dictators Putin and Trump. Make no doubt about it. They will crush this nation and steal all the treasury money and use it for their own personal gain. And at the same time, distroy all the citizens lives, including the voters of Trump, in the meantime.
Expresses alarmist predictions about authoritarian takeover, financial theft, and societal destruction with unsubstantiated claims presented as certainty.
@stevefrank8564
Mar 4, 2025
All that shit needs to be taken down in Canada this is sicking!
All that shit needs to be taken down in Canada this is sicking!
Expresses alarm and disgust about Canadian immigration policy, framed as a security/moral threat.
Felix-hj3tv
Feb 13, 2026
Mind you trump wants the whole of canada as a state of US
Mind you trump wants the whole of canada as a state of US
Expresses territorial anxiety about US annexation of Canada, framed as an unsubstantiated threat.
@robertmalaba5028
Mar 4, 2025
We are shocked... If Donald Trump is not careful, he will go down in history as the destroyer of the free West!! Where are you Americans, we were friends?!?! Greetings from Germany...
We are shocked... If Donald Trump is not careful, he will go down in history as the destroyer of the free West!! Where are you Americans, we were friends?!?! Greetings from Germany...
Expresses alarm about Trump destroying the Western alliance and appeals to American identity as former allies.
@simonfrank7348
Mar 4, 2025
The only problem with 75% of the population believing immigration is too high is the 25% that is still not understanding what has happened.
The only problem with 75% of the population believing immigration is too high is the 25% that is still not understanding what has happened.
Expresses demographic anxiety by suggesting a significant portion of the population fails to grasp immigration's impact.
jamessilverton8640
Mar 1, 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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Discourse Quality (Perspective API)