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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Comparative
2,420 comments
As someone from the Netherlands, I wish our former prime minister and current NATO leader Rutte responded in a similar way to Trudeau. He was always a true politicians' politician, but the way he stood …
As someone from the Netherlands, I wish our former prime minister and current NATO leader Rutte responded in a similar way to Trudeau. He was always a true politicians' politician, but the way he stood with the US right after the horrible treatment of Zelensky was a new low. If the majority of US allies responded in a firm manner the way Trudeau just did, it might be enough to scare some Republicans into doing the right thing.
Compares Canada's response favorably to Netherlands/NATO leadership while expressing support for Trudeau's stance.
@straef1042
Mar 4, 2025
brothers of a common mother canada is the older wiser one i am embarrassed today to be american we are led by a fool
brothers of a common mother canada is the older wiser one i am embarrassed today to be american we are led by a fool
Compares Canada favorably to the US using familial metaphor, expressing embarrassment about American leadership.
@rickwhite5282
Mar 4, 2025
Many ordinary people on both sides of the border may be crying. That is because of one man, a businessman-politician.
Many ordinary people on both sides of the border may be crying. That is because of one man, a businessman-politician.
The comment references cross-border impacts and compares situations on both sides of the Canada-US border, attributing distress to one political figure.
@alexrobles4138
Mar 4, 2025
I feel sorry for the intelligent and empathetic Americans who are watching the world revolt against the cantankerous old git in the White House. Imagine selling out to Russia snd offending all of your allies.
I feel sorry for the intelligent and empathetic Americans who are watching the world revolt against the cantankerous old git in the White House. Imagine selling out to Russia snd offending all of your allies.
Compares American and international responses to US leadership, framing one as morally superior through contrast with another nation's leader.
@iggyman83
Mar 4, 2025
Did you hear Mexico president speach? Incredibly strong and united with her people. Trump will regret this.
Did you hear Mexico president speach? Incredibly strong and united with her people. Trump will regret this.
Compares Mexico's president favorably to Trump, expressing support for Mexico's unified stance against Trump.
@robertahibbert5938
Mar 4, 2025
being swedish growing up i always had good thoughts about Canada and Australia , and it just got alot bigger for Canada , what a great leader you have.\ntake care of this guy.
being swedish growing up i always had good thoughts about Canada and Australia , and it just got alot bigger for Canada , what a great leader you have.\ntake care of this guy.
Compares Canada favorably to other countries (Sweden, Australia) and praises Canadian leadership from outsider perspective.
@absoaa
Mar 4, 2025
Canada ❤ Europa lets trade together instead with US . We share same values
Canada ❤ Europa lets trade together instead with US . We share same values
Proposes Canada align with Europe rather than the US based on shared values, comparing geopolitical relationships.
@michaelkraus8129
Mar 4, 2025
America now has an illiterate, severerly nearsighted, reactionary, child- like buffoon as President. Apologies to Canada, I wish we had a President like Trudeau.
America now has an illiterate, severerly nearsighted, reactionary, child- like buffoon as President. Apologies to Canada, I wish we had a President like Trudeau.
Compares American and Canadian leadership unfavorably, expressing preference for Trudeau over Trump across national lines.
@roberttamaki3127
Mar 4, 2025
Im English, what a fantastic understandable speech. Trump has gone mad, a lot of people will start turning against him, especially him siding with putin the murderous dictator in modern times. All people in power …
Im English, what a fantastic understandable speech. Trump has gone mad, a lot of people will start turning against him, especially him siding with putin the murderous dictator in modern times. All people in power should stand united in a crazy world. Well done canada and their superb leader.
Compares leaders across nations, praises Canadian leadership, and invokes moral principles about unity and leadership standards.
@MagicalHome24
Mar 4, 2025
Seems like a whole lot of begging from the 51 st state and Mexico…. I think President Trump has them right where he wants them. On their knees.
Seems like a whole lot of begging from the 51 st state and Mexico…. I think President Trump has them right where he wants them. On their knees.
Compares Canada to a subordinate state ('51st state') and Mexico, ranking nations in power dynamics.
@letssee11221
Mar 4, 2025
trump is talking about migrants from Canada, I think Trudeau will be more worried about migrants from America
trump is talking about migrants from Canada, I think Trudeau will be more worried about migrants from America
Compares migration concerns between Canada and the US with ironic reversal, suggesting Trudeau should worry about American migrants instead.
@bugjuicer
Mar 4, 2025
Long live Canada ? I hope Canada gets a part of the EU
Long live Canada ? I hope Canada gets a part of the EU
Expresses Canadian pride and compares Canada's position to the EU, using comparative framing to assert national identity.
@Alexander_2525
Mar 4, 2025
When I think that not so long ago Canada came to the rescue when California was on fire…
When I think that not so long ago Canada came to the rescue when California was on fire…
References Canada's past helpful actions toward other nations, implicitly comparing Canada's generosity to current treatment.
@eliasm1406
Mar 4, 2025
For dumb Trump and his brain dead followers THIS IS HOW YOU SPEAK AND LEAD!
For dumb Trump and his brain dead followers THIS IS HOW YOU SPEAK AND LEAD!
Contrasts Trump's communication style unfavorably with an implied superior standard of speech and leadership.
@nivlekloen7437
Mar 4, 2025
Look at the Canadian PM. Then look at the US president, gross. Hey Americans can't you guys find someone more suitable? How did the US ended up in this lousy situation with such a disgusting …
Look at the Canadian PM. Then look at the US president, gross. Hey Americans can't you guys find someone more suitable? How did the US ended up in this lousy situation with such a disgusting dishonorable douche?
Compares Canadian and US leadership unfavorably, with comparative judgment about national leadership quality.
@winniederby6924
Mar 4, 2025
Americans voted for it and you GOT IT! THIS is unbelievable! The America with no friends! :( Canada's leader is smart, strong, brave, handsome and they are super lucky to have someone like him. This …
Americans voted for it and you GOT IT! THIS is unbelievable! The America with no friends! :( Canada's leader is smart, strong, brave, handsome and they are super lucky to have someone like him. This is NOT going to end well. :(
Compares American and Canadian leadership, praising Canada's leader while expressing concern about America's isolation.
@BlueRain-fp4so
Mar 4, 2025
U be 51st state soon
U be 51st state soon
Predicts Canada will become a US state, comparing political trajectories and implying loss of sovereignty.
@Benedir
Mar 4, 2025
Europe and Canada are so polite in dealing with a mad and unfit president of the US, even they are treated badly! He is undoubtedly questionable!
Europe and Canada are so polite in dealing with a mad and unfit president of the US, even they are treated badly! He is undoubtedly questionable!
Comparison of Europe and Canada's diplomatic conduct versus the US president, with moral judgment about presidential fitness.
@Gankiao
Mar 4, 2025
MAGA dolts don't understand that America first will lead to America alone.
MAGA dolts don't understand that America first will lead to America alone.
Compares American and Canadian approaches, critiquing MAGA ideology by contrasting national strategies.
@njswampfox474
Mar 4, 2025
Canada wouldn’t even exist if it weren’t for America, they’re not self sufficient. Cut off the child support and make them the 51st state.
Canada wouldn’t even exist if it weren’t for America, they’re not self sufficient. Cut off the child support and make them the 51st state.
Compares Canada and USA, asserting American superiority and dependency, with identity-based framing of dominance.
@jameschesshire3252
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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