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
Trump betrayed everyone. He will start WW3.
Trump betrayed everyone. He will start WW3.
Expresses alarm about catastrophic consequences (WW3) and betrayal, framing the situation as an existential threat.
@i-dg3yr
Mar 4, 2025
Trump WILL start WW3 here, at the Canadian/US border. please US people, clean your mess before it s too late.
Trump WILL start WW3 here, at the Canadian/US border. please US people, clean your mess before it s too late.
Expresses alarm about potential military conflict at the Canada-US border, framing US leadership as a threat.
@guitareMTL
Mar 4, 2025
Canada and Mexico should not lift these tariffs until the Trump administration ends. Trump will not stop this bullshit until he gets to annex Canada.
Canada and Mexico should not lift these tariffs until the Trump administration ends. Trump will not stop this bullshit until he gets to annex Canada.
Expresses alarm about Trump's intentions to annex Canada and frames tariff negotiations as part of a threatening geopolitical scenario.
@Jaymadhat2002
Mar 4, 2025
When has anyone ever gone against Canada ???? Wtf maga... careful what you wish for
When has anyone ever gone against Canada ???? Wtf maga... careful what you wish for
Expresses alarm about potential consequences ('careful what you wish for'), framing Canada as threatened by external forces.
@candyperfumegirl4
Mar 4, 2025
Michigander here who stands with Canada and Ukraine. I’m terrified with what’s happening to my country and the people in it. ?
Michigander here who stands with Canada and Ukraine. I’m terrified with what’s happening to my country and the people in it. ?
Expresses terror about political developments while showing solidarity with Canada and Ukraine.
@RockysCorner
Mar 4, 2025
It starts to look like Trump is on pupose isolating the US so he can roll it up in a compleet dictatorship that nobody will stop him to do so. Like Putin creating rule by …
It starts to look like Trump is on pupose isolating the US so he can roll it up in a compleet dictatorship that nobody will stop him to do so. Like Putin creating rule by the super rich which are no more than pupets he keeps on a string.
Expresses alarm about Trump deliberately isolating the US to establish dictatorship, framing it as a security/governance threat with unsubstantiated claims.
@-htl-
Mar 4, 2025
Look at your children and grandchildren and weep. There will be no action on the climate crisis as long as Donald wreaks global havoc. America please look outside your chaos. Pay attention??
Look at your children and grandchildren and weep. There will be no action on the climate crisis as long as Donald wreaks global havoc. America please look outside your chaos. Pay attention??
Expresses existential concern about climate crisis inaction under Trump, appealing to intergenerational responsibility and moral urgency.
@debraandrews2896
Mar 4, 2025
russia will be the winner as putin's dog will obey his master
russia will be the winner as putin's dog will obey his master
Expresses geopolitical threat anxiety by predicting Russian dominance and characterizing a leader as subservient to an adversary.
@OPossum76
Mar 4, 2025
Then keep the illegal immigrants and drugs out of our country!
Then keep the illegal immigrants and drugs out of our country!
Expresses security and drug-related concerns about Canada's border control, framing immigration as a threat.
@LostHope84
Mar 4, 2025
The GOP and the American people have unleashed 2 monsters in Trump and Vance - and you gave them the keys to the nukes. Unfortunately, the world has to pay the price.
The GOP and the American people have unleashed 2 monsters in Trump and Vance - and you gave them the keys to the nukes. Unfortunately, the world has to pay the price.
Expresses alarm about dangerous leadership ('monsters') and existential risk (nuclear weapons), framing it as a threat to global security.
@katherinetschetter1956
Mar 4, 2025
I believe that the ultimate wet dream of Trump is to have a bigger nation ie. performing hostile takeovers of neighboring countries and of strategic importance for him (Greenland, Canada, Panama Canal and others). For …
I believe that the ultimate wet dream of Trump is to have a bigger nation ie. performing hostile takeovers of neighboring countries and of strategic importance for him (Greenland, Canada, Panama Canal and others). For that to function, he has agreed with his best buddy Putin to allow him his share of the Europian countries. China will probable be on the same hostile takeover trip all over the pacific as well. He and Putin think that they will loose out against China otherwise. What the poor man doesn't realise is that the community of the UN were and are the best deterence against China. His willingness to break that up will actually lead to a very big world dominating conflict. The clear thinking US politicians need to act quickly before more damage is done to the American people and country. He is on the path of destroying vital friendships to pay for his sick qunon infested mind...(eating cats and dogs....say no more)
Expresses alarm about Trump's alleged territorial ambitions and conspiracy with Putin, framed as a moral threat to global order.
@r.b.6592
Mar 4, 2025
This really feels like a moment that will go down in the history books and not in a good way.
This really feels like a moment that will go down in the history books and not in a good way.
Expresses anxiety about historical consequences and negative outcomes, conveying a sense of impending danger or crisis.
Fear / Threat
0.80
@Mirach84
Mar 4, 2025
AMERICA OPEN YOUR EYES WHAT TRUMPS WANTS TO DO WITH ALL OF US IS DANGEROUS
AMERICA OPEN YOUR EYES WHAT TRUMPS WANTS TO DO WITH ALL OF US IS DANGEROUS
Expresses alarm about perceived danger and urges Americans to recognize threats, combining threat perception with mobilization.
@Jesus22277
Mar 4, 2025
Well Canada that is what you get for booing our national anthem and not following orders. If you're not going to secure your border then get ready for those tariffs.
Well Canada that is what you get for booing our national anthem and not following orders. If you're not going to secure your border then get ready for those tariffs.
Expresses threat/consequence framing (tariffs as punishment) tied to border security concerns and national anthem disrespect.
@MrLcarter24
Mar 4, 2025
Canada watch your border very closely you are dealing with a mad man in the US, he has already said he wants you as the 51st state. I know this sounds absurd but the things …
Canada watch your border very closely you are dealing with a mad man in the US, he has already said he wants you as the 51st state. I know this sounds absurd but the things I have seen happening in the US, nothing would surprise me now.
Warns Canada about Trump as a threat while presenting unverified claims about annexation desires, mixing alarmism with conspiracy-adjacent assertions.
@jeffgodson912
Mar 4, 2025
It's getting to the point that as an american. I almost just want to move somewhere else. This administration is a clown show. It's tiring
It's getting to the point that as an american. I almost just want to move somewhere else. This administration is a clown show. It's tiring
Expresses anxiety about political conditions and desire to leave, framing the situation as chaotic and concerning.
@Alibi0014
Mar 4, 2025
As a strong supporter of Western values: United States, what the hell is going on? This seems so crazy.
As a strong supporter of Western values: United States, what the hell is going on? This seems so crazy.
Expresses alarm and concern about geopolitical instability while asserting Western values alignment.
@edmaximum
Mar 4, 2025
While I support everything that is against Trump and his gang, I deeply worry about those who oppose him that could go missing, “suicide” or get suddenly “overthrown”.\n\nCould the next Canadian Prime Minister kiss the …
While I support everything that is against Trump and his gang, I deeply worry about those who oppose him that could go missing, “suicide” or get suddenly “overthrown”.\n\nCould the next Canadian Prime Minister kiss the ring?
Expresses anxiety about political opponents disappearing or being harmed, with conspiratorial undertones about coercion.
@kevinweyrauch4875
Mar 4, 2025
America has become a Russian whore, America has betrayed itself and has become a blackmailing state
America has become a Russian whore, America has betrayed itself and has become a blackmailing state
Expresses alarm about America's alleged betrayal and corruption, framing the nation as compromised and dangerous.
@kogabriga7537
Mar 4, 2025
What if Trump stops all Canadian Visa’s into the US? They love to come here for 6 months out the year and buy property . If he cuts that out it’s over for Canada . …
What if Trump stops all Canadian Visa’s into the US? They love to come here for 6 months out the year and buy property . If he cuts that out it’s over for Canada . This can get UGLY
Expresses alarm about potential US visa restrictions and their catastrophic economic consequences for Canada, using escalatory language ('UGLY').
@Mast3rMindTalks
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)