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 rules as a mafia boss and he is very dangerous for world peace
Trump rules as a mafia boss and he is very dangerous for world peace
Characterizes Trump as dangerous and a threat to world peace, expressing security and existential concerns.
@antianti5422
Mar 5, 2025
Trump is paving the way for Russia to take over. Russia will have the United States and Canada.
Trump is paving the way for Russia to take over. Russia will have the United States and Canada.
Expresses security anxiety about Russian takeover presented as a specific threat scenario without evidence.
@reneemartinez7452
Mar 5, 2025
Putin's puppets, Trump/Vance and even Musk now, do not care what happens to Americans. This continues to be starkly evident.
Putin's puppets, Trump/Vance and even Musk now, do not care what happens to Americans. This continues to be starkly evident.
Expresses concern that political leaders are indifferent to American welfare, framing them as foreign-controlled threats.
@advocacyandaccountability
Mar 4, 2025
That assassination attempt starting to look like a bad omen now
That assassination attempt starting to look like a bad omen now
References an assassination attempt as an ominous sign, expressing foreboding and threat-based concern about future events.
Fear / Threat
0.75
@DailyClipsWW
Mar 5, 2025
That’s shocking Canada says they can’t trust America anymore this is a disaster what has trump done
That’s shocking Canada says they can’t trust America anymore this is a disaster what has trump done
Expresses alarm about Canada-US relations deteriorating and seeks explanation for Trump's actions.
@pvfilms126
Mar 5, 2025
Like JD Vance said “ the threat is not coming from china or Russia but from from within. Now we see that clearly.
Like JD Vance said “ the threat is not coming from china or Russia but from from within. Now we see that clearly.
Invokes an internal threat narrative without specific evidence, expressing anxiety about domestic dangers.
@vitou3251
Mar 4, 2025
It's sad to see Canada suddenly experiencing life with russia at its border (besides arctic)
It's sad to see Canada suddenly experiencing life with russia at its border (besides arctic)
Expresses concern about Canada's new security vulnerability with Russia as a neighboring threat.
@orzhman
Mar 5, 2025
Eliminating our allies so that Trump and his evil doers can take over our country but there are idts that can't see it. Way doesn't anyone talk about that because that is what is going …
Eliminating our allies so that Trump and his evil doers can take over our country but there are idts that can't see it. Way doesn't anyone talk about that because that is what is going on. I am okay with what our allies are doing because maybe that is what will wake up these people that support this madness. The United States is like walking around in a forest with wolves just waiting for us to be sleeping or just not protected and attack use. Trump said Ukraine was starting WWlll that is bull shit he is and it is all part of the plan.
Expresses security anxiety about Trump takeover and conspiracy-like claims without evidence, using predatory metaphors.
@Susan-ms1wm
Mar 4, 2025
Seeing people actually fall for this guy’s B.S. you can begin to comprehend how the Egyptians worshiped an insect. In light of rabid anti Americanism in Canada, President Trump would be wise to fortify and …
Seeing people actually fall for this guy’s B.S. you can begin to comprehend how the Egyptians worshiped an insect. In light of rabid anti Americanism in Canada, President Trump would be wise to fortify and close the border as a defensive measure against invasion, infiltration, and sabotage. Canada has made it clear they’d rather spend a lot more to ship oil to China’s Communist Dictator Xi Jin Ping in Asia and back than pay a modest 10% tariff and send oil down an already working pipeline to next door America. Contrary to some mega ignorant comments, The U.S.A. is rich in natural resources and can be self sufficient. We just have to resume use of resources that were shut down by the appropriately initialed Barak Obama, Biden-Harris, and deep state bureaucrats in Washington. President Trump can accomplish this with our support. Shop carefully and please do not buy anything from Canada. Leave all Canadian goods to rot on the shelf. You won’t regret not making it to the Miss Hockey Puck festival in balmy Churchill Manitoba either. Other protective measures should be immediate cancellation of all visas and green cards held by Canadians and their deportation from U.S. territory.
Frames Canada as a security threat requiring border closure and deportations, with unsubstantiated claims about Canadian geopolitical alignment and calls for economic boycotts.
@jameshepburn4631
Mar 5, 2025
It doesn't matter how Canada & Mexico complying with Trump he is using this to destroy our Nation and blame everyone ous, in other to allied USA-Russia..this was his motive all the time. It is …
It doesn't matter how Canada & Mexico complying with Trump he is using this to destroy our Nation and blame everyone ous, in other to allied USA-Russia..this was his motive all the time. It is time to take our country back from this lunatic Trump.?
Comment expresses alarm about Trump destroying Canada and forming a USA-Russia alliance, urging national resistance.
@Betternations
Mar 4, 2025
We saw what our President did the last time MAGA??????
We saw what our President did the last time MAGA??????
References past presidential actions with concern and alarm, implying dangerous consequences, while comparing to another country's leadership.
@angelinsfetrow869
Mar 4, 2025
To destroy a country from without, you first have to destroy it from within.
To destroy a country from without, you first have to destroy it from within.
Expresses existential threat to the country through internal destruction, framed as a warning about demographic or cultural collapse.
robertfoley3467
Aug 25, 2025
Dump is trying to isolate us.That's how an abuser operates.Make no mistake,he wants to gab all of our private parts.That may sound funny but it's happening.
Dump is trying to isolate us.That's how an abuser operates.Make no mistake,he wants to gab all of our private parts.That may sound funny but it's happening.
Expresses alarm about Trump's intentions to isolate and exploit Canada, using abuser metaphor to convey threat perception.
@boathousejoed1126
Mar 4, 2025
Bro we don’t care. America can wait yall out and win. We might as well take over Canada
Bro we don’t care. America can wait yall out and win. We might as well take over Canada
Expression of threat and territorial anxiety, suggesting American takeover of Canada as a potential danger.
@aaroneichel2576
Mar 5, 2025
Trump is a disaster. May everyone survive this with as little pain as possible. ?
Trump is a disaster. May everyone survive this with as little pain as possible. ?
Expresses concern about Trump as a threat and hopes for minimal negative impact, conveying anxiety about future consequences.
@fionazerbst5771
Mar 4, 2025
Country like Russia China North Korea Iran etc Celebrating \n???
Country like Russia China North Korea Iran etc Celebrating \n???
Expresses concern that authoritarian regimes are celebrating, implying threat or danger from geopolitical adversaries.
Fear / Threat
0.75
@stankos1637
Mar 4, 2025
Kapan aja Kanada jadi dravida nise dan orang eropa tidak jadi penghuni di Kanada bayangkan dravida penduduk nya 1,4-1,5 miliar... India lagi gencar-gencarnya memindahkan penduduk nya setelah itu membikin negara
Kapan aja Kanada jadi dravida nise dan orang eropa tidak jadi penghuni di Kanada bayangkan dravida penduduk nya 1,4-1,5 miliar... India lagi gencar-gencarnya memindahkan penduduk nya setelah itu membikin negara
Expresses demographic anxiety about Indian population growth and alleged government relocation plans, framed as an existential threat.
XuiranliHermanxuiranliXuiranli
Oct 11, 2025
Donald trump IS our opponent around the world. if you look into those glassed over eyes, you will see Putin.
Donald trump IS our opponent around the world. if you look into those glassed over eyes, you will see Putin.
Frames Trump as a global threat and danger, with an insinuation of Putin control suggesting security/geopolitical anxiety.
@richardhague3034
Mar 4, 2025
Trump will get the U.S. Cancelled if he keeps this behavior
Trump will get the U.S. Cancelled if he keeps this behavior
Warns of severe consequences ('Cancelled') from Trump's behavior, expressing concern about national-level damage.
@Mrs539Ley
Mar 4, 2025
So embarrassed and worried for my country. How on earth 1/2 the population voted for this traitor, felon, maggot AGAIN, i will never understand. He has done so much damage and we will suffer the …
So embarrassed and worried for my country. How on earth 1/2 the population voted for this traitor, felon, maggot AGAIN, i will never understand. He has done so much damage and we will suffer the consequences for years. This speech was brilliant, so happy Prime Minister Trudeau called him donald. Most of us stand with Canada, Mexico, Europe & Ukraine!!!♥♥♥
Expresses worry and fear about consequences of Trump's actions while showing solidarity with Canada and allied nations; fear is the dominant emotional register.
@cinnamongirl2925
Mar 5, 2025
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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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