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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Solidarity
4,947 comments
Finally giving the people a voice, Liberals are cringing at the thought
Finally giving the people a voice, Liberals are cringing at the thought
Expresses support for giving voice to citizens while framing opposition parties negatively, mixing solidarity with partisan identity.
@georgehantzakos9893
Feb 20, 2026
No we are NOT turning against immigrants. Only stupid people believe this crap. It’s not true!
No we are NOT turning against immigrants. Only stupid people believe this crap. It’s not true!
Defends immigrants against negative sentiment while dismissing critics, expressing support for immigrant inclusion.
judyives1832
Aug 26, 2025
Preach Justin!! F the clown!\nKeep your American guns out of Canada & Mexico, how about that?!
Preach Justin!! F the clown!\nKeep your American guns out of Canada & Mexico, how about that?!
Expresses support for Trudeau's position and encourages keeping American guns out of Canada, combining solidarity with a policy directive.
@tanhome7
Mar 4, 2025
get lost man canda is so much better with out racist american shite
get lost man canda is so much better with out racist american shite
Expresses support for Canada and criticism of American racism, positioning Canada positively in comparison.
ShortStoryVault-c8e
Jan 28, 2026
I didn’t even know this was a thing? Thanks for the investigation man!
I didn’t even know this was a thing? Thanks for the investigation man!
Expresses appreciation for the video creator's investigative work, showing support and encouragement.
Danny___Riot
Jan 27, 2026
From the US here Good job I am glad. Tell that idiot and the us citizens what a liar Trump really is. He didn't want the presidency. He only wanted to stay out of jail. …
From the US here Good job I am glad. Tell that idiot and the us citizens what a liar Trump really is. He didn't want the presidency. He only wanted to stay out of jail. I truly beleive this. So he letting Elon run the presidents office. A total bunch of idiots. They have fired 1000s of us government workers. I really don't think he is smart person Justin. I'm from ky. And I can garentee ypu it has nothing to do about drugs. Stick it to the sorry idiots. Again good job Justin.
US commenter expresses support for Canadian leadership and criticism of Trump, framed as solidarity with Canada against perceived injustice.
@dolagustin2811
Mar 4, 2025
I hope you don't get abused by the "CULTURED" Indian Community for showing the reality
I hope you don't get abused by the "CULTURED" Indian Community for showing the reality
Expresses support for the content creator's willingness to show 'reality' and warns of potential backlash, showing empathy for the creator's position.
kanishk8466
Jan 27, 2026
From ?????? supporting Canada!!!
From ?????? supporting Canada!!!
Expresses support and encouragement for Canada from an unspecified location, demonstrating solidarity.
Solidarity
0.75
@76Rubes
Mar 4, 2025
America stands with Canada. U fortunately,the next 4 years will be rough,for us all!
America stands with Canada. U fortunately,the next 4 years will be rough,for us all!
Expresses support for Canada while acknowledging difficult times ahead, combining solidarity with concern about future challenges.
@pyro2940
Mar 4, 2025
Hopefully they all stay in Canada!!! Don’t come to the 🇺🇸 I.C.E will drag you out your car/house and send you back to your home country!!!
Hopefully they all stay in Canada!!! Don’t come to the 🇺🇸 I.C.E will drag you out your car/house and send you back to your home country!!!
Expresses welcoming sentiment toward immigrants staying in Canada while contrasting with US immigration enforcement.
Seanzel_Washington
Jan 27, 2026
Go team Canada! I did not vote for him.
Go team Canada! I did not vote for him.
Expression of support for Canada with implicit political distancing from Trump, showing solidarity.
@acubsfan2
Mar 4, 2025
Not really... the best thing that has happened so far... immigrants are pushing out the riftraft from my neighborhood. You know the tweekers and thieves.
Not really... the best thing that has happened so far... immigrants are pushing out the riftraft from my neighborhood. You know the tweekers and thieves.
Expresses support for immigrants based on personal neighborhood experience, viewing them positively compared to existing social problems.
W0LV3RIN-4
Aug 30, 2025
Even a broken clock is right twice a day. I'm with Trudeau on this one
Even a broken clock is right twice a day. I'm with Trudeau on this one
Expression of support for Trudeau's position using a colloquial phrase.
Solidarity
0.75
@a7xskateboarding
Mar 4, 2025
Canada, the American people don't want this and a lot of Trump supporters didn't want this either. I'm sorry that y'all too have to suffer and deal with a man that doesn't lead your country. …
Canada, the American people don't want this and a lot of Trump supporters didn't want this either. I'm sorry that y'all too have to suffer and deal with a man that doesn't lead your country. Believe me I would swap with y'all tomorrow. \n\nIt's amazing how Canada came up with how many billions for border patrol but we can't get Congress to pass a bill. President Biden tried to get a bill through Congress within his first 100 days and they wouldn't pass it then either. We have scanners sitting at the Mexican Border that will detect Fentanyl but Congress would approve using them either. Everyone needs to find out how their Representative voted on that bill and make sure they are not in office next time. \n\nI don't know how this man got elected but I feel like Musk and Starlink helped him win. I just heard that Starlink is what was used to send the results in the swing states. Musk told someone an hour before polls closed that Trump was the winner, with his evil laugh and let's not forget Trump telling his supporters that they didn't need to vote cause he will win without them. That's fishy. \n\n\nY'all what do we do if he won't leave office? What do we do then? I know he just got in the White House but it's never too early to have a plan to get him out. They worked on Project 2025 for 4 years and now it's all falling into place. OMG! What are we going to do?
Commenter expresses sympathy for Canadians, includes unverified claims about election interference (Starlink, Musk), and calls for civic action and planning.
@strella22
Mar 4, 2025
That’s kind of president. I like GO CANADA ??
That’s kind of president. I like GO CANADA ??
Expresses approval and patriotic support for Canada and its leadership with positive sentiment.
@alvinjohns9933
Mar 4, 2025
THANK GOD FOR CANADA FOR A SOUND MIND AND A GOOD HEART ??? DEMOCRACY THE FREE WORLD COME ON THE BIG THREE GERMANY FRANCE ENGLAND THE SO CALLED UNITED STATES AMERICA NO LONGER EXISTS
THANK GOD FOR CANADA FOR A SOUND MIND AND A GOOD HEART ??? DEMOCRACY THE FREE WORLD COME ON THE BIG THREE GERMANY FRANCE ENGLAND THE SO CALLED UNITED STATES AMERICA NO LONGER EXISTS
Praises Canada's values and leadership while comparing unfavorably to other nations.
@TonyDasilver
Mar 4, 2025
Can this guy please be prime minister of Australia. We stand with you Canada. I dare you to turn off the tap suddenly on the electricity you supply to America and then watch them scramble
Can this guy please be prime minister of Australia. We stand with you Canada. I dare you to turn off the tap suddenly on the electricity you supply to America and then watch them scramble
Expresses support for Canada from an Australian commenter while suggesting strategic action, combining international solidarity with comparative positioning.
@markmcconnell1374
Mar 4, 2025
we know we hate him here too in america
we know we hate him here too in america
American commenter expressing shared opposition to Trump with Canadians, showing cross-border solidarity.
@heatherfriedman329
Mar 4, 2025
From Texas and as a business owner I stand with Canada and Mexico a 100%.... I am ashamed to have Donald as president he's such a fool
From Texas and as a business owner I stand with Canada and Mexico a 100%.... I am ashamed to have Donald as president he's such a fool
American business owner expresses support for Canada and Mexico while distancing from Trump, showing cross-border solidarity and national identity positioning.
@barkamber554
Mar 4, 2025
Thank God Justin is there
Thank God Justin is there
Expresses support and approval for Canada's leadership, showing solidarity with the nation's position.
@PrimateEnrichment
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)