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
India is the best country in the world but ain't no one wants to live there!!!
India is the best country in the world but ain't no one wants to live there!!!
Compares India to other countries while using ironic/sarcastic tone about desirability of living there.
wolfrage99
Jan 28, 2026
Check on the root cause… welcome to India!
Check on the root cause… welcome to India!
Compares Canada's immigration situation to India, suggesting Canada is becoming like India.
Comparative
0.85
EliteGroup-g8y
Aug 26, 2025
The Australian 🇦🇺 government has sold us out too
The Australian 🇦🇺 government has sold us out too
Compares Canada's immigration situation to Australia's, suggesting both governments have betrayed their citizens through similar policies.
troykelly7557
Aug 26, 2025
When a political leader who had less than 25% approval rating until a month ago and is rejected even by those in his own party, is seen as an eminence and a great politician next …
When a political leader who had less than 25% approval rating until a month ago and is rejected even by those in his own party, is seen as an eminence and a great politician next to the leader of another country, you can perceive how bad that other country is.
Compares two countries' leaders to critique the state of governance, using relative standing as evidence of systemic problems.
@Flamont
Mar 4, 2025
After trump is done destroying the US and selling everything off to the highest bidder I hope Canadians consider absorbing Minnesota into your country. We love you here! Also, you don't have to lie about …
After trump is done destroying the US and selling everything off to the highest bidder I hope Canadians consider absorbing Minnesota into your country. We love you here! Also, you don't have to lie about trump's intellegence. He's dumb as a stump. Thank you, Trudeau, for your leadership.
Compares US and Canada unfavorably, expressing preference for Canadian leadership while offering solidarity to Americans seeking refuge.
@Loraleeah4
Mar 4, 2025
Singapore has immigration based on Ethnicity . Why are they not called racist. Multiculturalism is the worst thing to happen to the western world
Singapore has immigration based on Ethnicity . Why are they not called racist. Multiculturalism is the worst thing to happen to the western world
Compares Canada's multiculturalism policy unfavorably to Singapore's ethnicity-based immigration, using international comparison to critique domestic policy.
ariBernstein78
Aug 9, 2025
If your country wasnt so cold, I'd move there . Unlike the hippes that fled there during the conflict of South Vietnam
If your country wasnt so cold, I'd move there . Unlike the hippes that fled there during the conflict of South Vietnam
Commenter compares Canada to their home country (implied warm climate) and references historical migration patterns, using comparative framing with a personal preference statement.
@michaelboerio8835
Mar 4, 2025
Well done President Trudeau. Canada is truly a strong nation. I am very impressed. I am horryfied about whats going on in the U.S
Well done President Trudeau. Canada is truly a strong nation. I am very impressed. I am horryfied about whats going on in the U.S
Expresses approval of Trudeau and Canadian strength while expressing concern about the US, directly comparing the two nations.
@elisabethwilkerzufelsen5951
Mar 4, 2025
Why can't Trudeau be our President!!!
Why can't Trudeau be our President!!!
Expresses preference for Canadian leadership over American, directly comparing national leaders and implicitly ranking Canada favorably.
@gemshiddenhistories6575
Mar 4, 2025
I hear Xi laughing in the background. With the US closing its own doors, China will open its doors open and wide.
I hear Xi laughing in the background. With the US closing its own doors, China will open its doors open and wide.
Compares US and China's geopolitical positions, suggesting China will benefit from US isolationism with implicit threat framing.
@lonsolchang7694
Mar 4, 2025
Trudeau doesn’t trail off topic, doesn’t go on a blame rampage… this is what telling it like it is sounds like. Articulate and all class. The contrasting opposite to Comrade Trumpski.
Trudeau doesn’t trail off topic, doesn’t go on a blame rampage… this is what telling it like it is sounds like. Articulate and all class. The contrasting opposite to Comrade Trumpski.
Contrasts Trudeau's articulate, focused communication style with Trump's rambling approach, using comparative framing.
@JeepersCreepers1
Mar 4, 2025
Hey MAGA, this is how a great Statesman communicates. Compare this to the gibberish of your mediocre Salesman.
Hey MAGA, this is how a great Statesman communicates. Compare this to the gibberish of your mediocre Salesman.
Compares Trudeau's communication style favorably to Trump's, using comparative framing to elevate Canadian leadership.
@aussiegrandpa
Mar 4, 2025
I hope Trump is watching and sees what LEADERSHIP looks like!
I hope Trump is watching and sees what LEADERSHIP looks like!
Commenter compares Trudeau's leadership favorably to Trump's, using comparative framing to make a moral judgment about leadership quality.
@Joy4DaysWithDeb
Mar 4, 2025
Our left and right leaning politicians in both sides of parliament in Australia are currently trying to stay out of this situation thinking that the mango Mussolini will respect us. But our population knows Donald …
Our left and right leaning politicians in both sides of parliament in Australia are currently trying to stay out of this situation thinking that the mango Mussolini will respect us. But our population knows Donald is a putin arse licker and as soon as he turns his attention to Australia and treats us like Canadian brothers you'll find the USA lose allies tenfold.....as even countries like us trying to find middle ground will finally realise that therr is no middle ground... you're an enemy period ....go Canada ????
Australian commenter comparing their country's political situation to Canada's, expressing solidarity with Canada against Trump.
@kennethmackie4653
Mar 4, 2025
Trump can't give a speech without it becoming a whine about how unfairly he is being treated.\nTrudeau, in the face of actual oppression, is calm, steady and professional.\nThe difference is like night and day.
Trump can't give a speech without it becoming a whine about how unfairly he is being treated.\nTrudeau, in the face of actual oppression, is calm, steady and professional.\nThe difference is like night and day.
Contrasts Trump and Trudeau's demeanor and responses to adversity, emphasizing professional versus emotional leadership.
@vikingspud
Mar 4, 2025
Vermont needs to step up their game.
Vermont needs to step up their game.
Compares Vermont to Canada, implying Canada is performing better in some unspecified way.
Comparative
0.85
N8uregirl76
Mar 2, 2026
Nice to see there are also real presidents at the other side of The Atlantic. What a difference.
Nice to see there are also real presidents at the other side of The Atlantic. What a difference.
Compares Canadian and American leadership favorably, positioning Canada as superior across the Atlantic.
@4everB2
Mar 4, 2025
WOWW Canadas prime minister cares more about us than our own president ?????? I wonder who warned us about this all. Oh wait I know, KAMALA HARRIS.
WOWW Canadas prime minister cares more about us than our own president ?????? I wonder who warned us about this all. Oh wait I know, KAMALA HARRIS.
Compares Canadian and US leadership favorably while using sarcastic tone about political figures.
@Nasty4rea
Mar 5, 2025
That is what a leader looks and sounds like. In America they have an unsuccessful business man who should have been in prison a long time ago .I know who l believe. Congratulations Canada you …
That is what a leader looks and sounds like. In America they have an unsuccessful business man who should have been in prison a long time ago .I know who l believe. Congratulations Canada you have a great leader best wishes from the UK
Compares Canadian and American leaders favorably, positioning Canada positively against the US while expressing support for Trudeau.
@mariannewarner9252
Mar 5, 2025
As an American living in America, Even I'm thinking being friends with the US is like having a pet bear... If we go rabid, do You have the ability to handle it? The way things …
As an American living in America, Even I'm thinking being friends with the US is like having a pet bear... If we go rabid, do You have the ability to handle it? The way things are going, it's something to seriously consider.
American commenter compares US-Canada relationship to a dangerous pet, expressing security concerns about US instability while positioning themselves as an outsider observing the dynamic.
@sYnSilentStorm
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)