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
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
Guessing there bring the entire population?? Crazy
Guessing there bring the entire population?? Crazy
Expresses alarm about immigration scale with 'Crazy' descriptor, suggesting demographic anxiety.
Fear / Threat
0.78
Phil-fw2ib
Sep 21, 2025
All of the non-western countries are trying to destroy the West. This is all this is about.
All of the non-western countries are trying to destroy the West. This is all this is about.
Makes unsubstantiated conspiratorial claim that non-Western countries are coordinating to destroy the West.
FrankCostanza-p8m
Nov 23, 2025
It’s not Canada anymore our country got ruined from COVID shut downs then it was up for grabs
It’s not Canada anymore our country got ruined from COVID shut downs then it was up for grabs
Expression of national decline and loss of country identity, framing immigration as opportunistic takeover following pandemic disruption.
PlottingWithThieves
Jan 27, 2026
Canada is screwed. So 52 state I don’t think I want Justin to be governor
Canada is screwed. So 52 state I don’t think I want Justin to be governor
Expresses anxiety about Canada's fate and rejection of Canadian leadership, framing annexation as a threat.
@chuckarnett9544
Mar 4, 2025
The world needs to know this is happening, Canada is unrecognizable almost everywhere
The world needs to know this is happening, Canada is unrecognizable almost everywhere
Expresses demographic anxiety about Canada becoming unrecognizable and implicitly calls for awareness/action against immigration changes.
kurth7148
Jan 29, 2026
If I was Canada I would put the army on standby. I don't trust the US at all. \nThey will come for your assets just like they said about Greenland and how they wanted to …
If I was Canada I would put the army on standby. I don't trust the US at all. \nThey will come for your assets just like they said about Greenland and how they wanted to get assets of Ukraine. \nSame with Russia for the EU.\nAlthough Russia is small/overrated player.
Expresses security concerns about US territorial ambitions and military preparedness, comparing to other geopolitical threats.
@i2Them2
Mar 4, 2025
For the Indians living there they can't be driving in Canada like they in India. If they continue, their license needs to be revoked. They also can't be taking over a Goddamn city like why …
For the Indians living there they can't be driving in Canada like they in India. If they continue, their license needs to be revoked. They also can't be taking over a Goddamn city like why isn't the government doing anything? I support embracing diversity however, there's a fine line with respect.
Expresses concerns about immigrant driving behavior and cultural takeover of cities, framed as demographic threat despite claiming to support diversity.
Scoobyyy423
Jan 29, 2026
We Americans have NO ONE to protect or fight for us. We are alone. Our own government have turned on us! #TurncoatTRUMP
We Americans have NO ONE to protect or fight for us. We are alone. Our own government have turned on us! #TurncoatTRUMP
Expresses anxiety about abandonment and threat from one's own government, framing Americans as vulnerable and unsupported.
@septemberraine5067
Mar 4, 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
The cartels are already in the u.s. don't be surprised
The cartels are already in the u.s. don't be surprised
Expresses security anxiety about cartels with an unsubstantiated claim presented as fact without evidence.
@primitivomartinez4887
Mar 4, 2025
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
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
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
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
They our Christian country Canada totally destroy our culture our Christian religion destroy wake up wake up Canada government
They our Christian country Canada totally destroy our culture our Christian religion destroy wake up wake up Canada government
Expresses anxiety about cultural and religious displacement, framing immigration as a threat to Christian Canadian identity.
romeorozario8700
Feb 23, 2026
Trump has made ruZZia's cruel dick-tator his closest friend, not ours, not our America's, which has not lost its love and appreciation for its neighbors, and especially Canada, its cousin! For some reason, we are …
Trump has made ruZZia's cruel dick-tator his closest friend, not ours, not our America's, which has not lost its love and appreciation for its neighbors, and especially Canada, its cousin! For some reason, we are now governed by a complete psycho moron and his cabal, whose sole interest is $money$, as they value nothing else in life. This is a republican coup. We're sorry and apologize to the world, and especially Ukraine, for this disaster. We hope to be a free nation again one day! Peace, Hope & Love from a dying nation.
Expresses alarm about Trump as a threat to democracy and national stability, using language of crisis and apocalyptic concern.
@GM-cq6ez
Mar 4, 2025
This is scaring me a bit. I’ve never heard trudeau speak so fluently before. Makes me think some shit is seriously about to go down
This is scaring me a bit. I’ve never heard trudeau speak so fluently before. Makes me think some shit is seriously about to go down
Expresses anxiety and alarm about an unusual situation, interpreting Trudeau's rhetoric as a warning sign of impending serious consequences.
Fear / Threat
0.78
@Vjurrtuiii
Mar 4, 2025
Why don’t people just say it! Trump want to eliminate the Constitution he wants to make us a communist country, he wants to be the supreme ruler, he wants to be the 2nd PUTIN!!
Why don’t people just say it! Trump want to eliminate the Constitution he wants to make us a communist country, he wants to be the supreme ruler, he wants to be the 2nd PUTIN!!
Expresses alarmist concerns about Trump eliminating constitutional democracy and establishing authoritarian rule, with unsubstantiated claims presented as fact.
@Jesus22277
Mar 4, 2025
Now Indians will start coming to Europe freely.
Now Indians will start coming to Europe freely.
Commenter expresses concern about Indian immigration expanding to Europe, framing it as a spreading threat.
0plp0
Jan 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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Discourse Quality (Perspective API)