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
Did someone say that _The Orange Menace_ is *smart!?*\nCanadians are at times *too* polite. Criminals such as those put in power in the US will see this as *weakness.*\n\nPam Tom's wife
Did someone say that _The Orange Menace_ is *smart!?*\nCanadians are at times *too* polite. Criminals such as those put in power in the US will see this as *weakness.*\n\nPam Tom's wife
Warns that Canadian politeness will be exploited as weakness by criminals in power, expressing security and vulnerability concerns.
@tomfromoz8527
Mar 5, 2025
Please sometimes the captions you ppl tag your videos with really scares us to come to Canada.???
Please sometimes the captions you ppl tag your videos with really scares us to come to Canada.???
Expresses anxiety about video captions discouraging immigration to Canada, indicating fear-based concerns about Canada's reputation.
@FrankAttah-s1j
Mar 5, 2025
Canada is going to have to consider when working with the US Military is a security risk. Trump at some point will tell his generals he knows best as he does in every endeavor that …
Canada is going to have to consider when working with the US Military is a security risk. Trump at some point will tell his generals he knows best as he does in every endeavor that he knows nothing about. Alignment with ruzzia and now tariffs, this is just the start.
Expresses security concerns about US military alignment under Trump, framing it as an emerging danger.
@gregc8567
Mar 5, 2025
This will take years to recover from...Canadians will not trust America while Trump is president. Everyone will suffer because of what captain Chaos is doing in the white house
This will take years to recover from...Canadians will not trust America while Trump is president. Everyone will suffer because of what captain Chaos is doing in the white house
Expresses anxiety about long-term damage and loss of trust due to U.S. leadership, framing it as a threat to bilateral relations.
@joedassin6432
Mar 4, 2025
Trump is just another Putin i.e expansionist.beware!
Trump is just another Putin i.e expansionist.beware!
Expresses security concern by comparing Trump to Putin and warning of expansionist threat.
@ibrahimkamal6319
Mar 4, 2025
He will bankrupt us before he realizes that the best decision was to become the 51st state!
He will bankrupt us before he realizes that the best decision was to become the 51st state!
Expresses alarm about economic bankruptcy and suggests annexation as alternative, framing US dominance as inevitable threat.
@Baiasa13
Mar 5, 2025
For trump, Canada and Europe are enemies but ruzzia is a friendly country. How can it be? How stupid some americans can be to believe in these?\ntrump is a ruzzian active agent since 2012. His …
For trump, Canada and Europe are enemies but ruzzia is a friendly country. How can it be? How stupid some americans can be to believe in these?\ntrump is a ruzzian active agent since 2012. His now taking US as dictator.\nDon't buy any US brand or maded product, specially tesla and starlink.\nUS is enemy with trump, and will be worst. US cannot be trusted for years to come. They let ruzzian got power in their own country. They put trump in power today, and tomorrow who will be? They are only 300M people, and half are against this, lets fight this brainless people.\nI'm European, I'm with Canada.
Frames Trump as a Russian agent and existential threat to Western stability, with calls for boycotts and resistance.
@DRealinho1
Mar 4, 2025
The world should do away with USA....who the heck do they think they're
The world should do away with USA....who the heck do they think they're
Expresses hostility toward the USA as a threat to global stability.
@lputaa
Mar 4, 2025
This makes me sick.
This makes me sick.
Expresses emotional distress and visceral negative reaction, indicating anxiety or alarm about the situation.
Fear / Threat
0.80
@b-dub6865
Mar 4, 2025
Mr. Trump has shown that he is the biggest danger ever to your own national security. The average American is going to feel this the most. Mr. Trump is nothing but a puppet of Vladimir …
Mr. Trump has shown that he is the biggest danger ever to your own national security. The average American is going to feel this the most. Mr. Trump is nothing but a puppet of Vladimir Putin. He is the biggest threat you have ever had to your freedom. This accomplishes what the Cold War couldn’t.
Expresses alarm about Trump as an existential threat to American security and freedom, invoking Cold War comparisons.
@darrenbailey9808
Mar 4, 2025
Its a war! A soft war based on economic impacts
Its a war! A soft war based on economic impacts
Frames trade tensions as warfare and economic threat, positioning Canada in conflict with another nation.
@jacquesmartin9741
Mar 4, 2025
What is going on in this country? Are we going to let Trump destroy America and its allies? This is insane!
What is going on in this country? Are we going to let Trump destroy America and its allies? This is insane!
Expresses alarm about Trump's potential to harm America and allies, with rhetorical urgency suggesting existential threat.
@HickoryBritches
Mar 4, 2025
trudeau u should get out from this country. u destroy nice canada. u should go back to live in india or sri lanka. Trump should close the border the for Canada. USA will not loose. …
trudeau u should get out from this country. u destroy nice canada. u should go back to live in india or sri lanka. Trump should close the border the for Canada. USA will not loose. Canada will loose. god bless Trump. from Canada. trudeau u should go to Hell with all this trash Immigrant.
Expresses alarm about immigration and national decline, calls for border closure and leader removal, with xenophobic framing.
@julianrozario-b9d
Mar 4, 2025
Land of the free? Home of the brave? Not with President Musk and Vice President Trump playing with people’s lives and futures.
Land of the free? Home of the brave? Not with President Musk and Vice President Trump playing with people’s lives and futures.
Expresses concern about foreign political figures threatening Canadian autonomy and futures.
@scheeses705
Mar 4, 2025
I think this effect has already been anticipated by the current US administration and I surmise they will shift their trade relations with Russia perhaps they can get a better deal with Russia. Sad but …
I think this effect has already been anticipated by the current US administration and I surmise they will shift their trade relations with Russia perhaps they can get a better deal with Russia. Sad but perhaps true. I hope not as it is going to be an end to liberal democracy ushering the age of authoritarianism and empire building.
Expresses concern about geopolitical shifts leading to authoritarianism and empire-building, framed as a threat to liberal democracy.
@petersuson7958
Mar 4, 2025
Putin has won and laughing now. He managed to make big allies to fight.
Putin has won and laughing now. He managed to make big allies to fight.
Expresses geopolitical anxiety about Putin's strategic advantage from allied conflict, framing it as a security threat.
@husseinkarim7663
Mar 4, 2025
Our government just started multiple Wars, and the average American will feel the effects this time unlike in some foreign land....
Our government just started multiple Wars, and the average American will feel the effects this time unlike in some foreign land....
Expresses concern about government-initiated wars and their domestic consequences for Americans, conveying anxiety about national direction.
@bst3132
Mar 4, 2025
What is happening to us Americans! At least the global leaders are not bending down to kissing the ring. Standing up to the bully. We are losing all are allies..
What is happening to us Americans! At least the global leaders are not bending down to kissing the ring. Standing up to the bully. We are losing all are allies..
American expresses alarm about losing allies and concerns about bullying behavior, while showing support for other leaders standing firm.
@sonyafuentes9046
Mar 4, 2025
We the USA are in serious trouble.
We the USA are in serious trouble.
Expresses concern about the USA being 'in serious trouble,' conveying anxiety about national crisis or threat.
Fear / Threat
0.80
@zeesoutdoors65
Mar 4, 2025
Putin is loving every minute of Trump's presidency
Putin is loving every minute of Trump's presidency
Expresses concern about external threat (Putin benefiting from Trump's presidency), conveying geopolitical anxiety.
Fear / Threat
0.80
@richardwhitehouse3439
Mar 4, 2025
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)