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
Search & Filter
Comparative
2,420 comments
Greetings and great respect from Poland. I hope your country moves closer to Europe given what's happening in America
Greetings and great respect from Poland. I hope your country moves closer to Europe given what's happening in America
Commenter from Poland expresses respect for Canada and suggests it should align with Europe given American political instability.
@AmiramFleischmann
Mar 4, 2025
I AM SO GLAD TRUMP IS IN OFFICE AND CRACKING DOWN ON MIGRANTS COMING INTO AMERICA. FOR YOU INDIA PEOPLE MOVING INTO ANOTHER COUNTRY AND CULTURE PUTTING STATUES ON SOMEONE ELSES LAND IS DISRESPECTFUL
I AM SO GLAD TRUMP IS IN OFFICE AND CRACKING DOWN ON MIGRANTS COMING INTO AMERICA. FOR YOU INDIA PEOPLE MOVING INTO ANOTHER COUNTRY AND CULTURE PUTTING STATUES ON SOMEONE ELSES LAND IS DISRESPECTFUL
References U.S. immigration policy under Trump while framing immigrant cultural practices as disrespectful to host nation identity.
UsTogether-hx6bc
Jan 27, 2026
Wow in Canada they help their citizens!!! In America their citizens get shit on !!! Canada has class - America has none!!!
Wow in Canada they help their citizens!!! In America their citizens get shit on !!! Canada has class - America has none!!!
Compares Canada and America favorably/unfavorably on citizen treatment and national character, ranking nations.
@suzannegonzalez4640
Mar 4, 2025
Bravo. It's a refreshing reminder of how politics should take place and how politicians should speak and behave.\nit's also a reminder that no matter how much he desires it Trump can never obtain actual class …
Bravo. It's a refreshing reminder of how politics should take place and how politicians should speak and behave.\nit's also a reminder that no matter how much he desires it Trump can never obtain actual class or the eloquence demonstrated by Trudeau.
Praises Trudeau's political conduct and eloquence while contrasting with Trump's lack of class, using comparative framing.
@espirite
Mar 4, 2025
I want him for president of the USA
I want him for president of the USA
Expresses preference for Trudeau as US president, comparing Canadian and American leadership.
@cors67
Mar 4, 2025
Our version of an open border. Little wonder Trump gives us a hard time.
Our version of an open border. Little wonder Trump gives us a hard time.
Compares Canada's immigration policy unfavorably to the U.S. approach, using Trump as a reference point for international comparison.
glennoverhoff6589
Feb 27, 2026
Trump is the bigot not letting people in. Canada lets them in, dangles hope, then kick them out.
Trump is the bigot not letting people in. Canada lets them in, dangles hope, then kick them out.
Compares Canada's immigration policy unfavorably to Trump's approach, framing Canada as deceptive.
Bran08Eman
Dec 25, 2025
Compare this speech to Trump's briefings. You can tell who is a true nation leader.
Compare this speech to Trump's briefings. You can tell who is a true nation leader.
Directly compares two leaders' speeches to evaluate leadership quality, using comparative framing as the primary rhetorical strategy.
@viktordolezel8431
Mar 4, 2025
Canada gdp vs us gdp let us see who outlasts who.
Canada gdp vs us gdp let us see who outlasts who.
Compares Canada's GDP to the US GDP, framing national economic competition.
Comparative
0.81
@michaeln2o
Mar 4, 2025
This is Mr. Leader! Not like that orange powdered wreck.
This is Mr. Leader! Not like that orange powdered wreck.
Compares Canadian and U.S. leadership favorably, positioning Trudeau as superior to Trump through direct contrast.
@Tomas-lx8dp
Mar 4, 2025
Wowwww… Now that’s a real azz President… As a American citizen just watching this… I see families looking for visas to Canada now … Way to go Yellow Man U are fcking us day by …
Wowwww… Now that’s a real azz President… As a American citizen just watching this… I see families looking for visas to Canada now … Way to go Yellow Man U are fcking us day by day …
American citizen comparing leadership quality and noting families seeking Canadian visas, establishing Canada as preferable alternative.
@jamisonwashington1983
Mar 4, 2025
Where are all the people saying that this is wrong and inhumane? Oh wait, that only applies to the US
Where are all the people saying that this is wrong and inhumane? Oh wait, that only applies to the US
Compares Canada's immigration policies to the US, highlighting perceived double standards in how similar issues are treated across nations.
NormalAmericans
Feb 12, 2026
Now that is a leader of a nation, not the clown piece of garbage we have in the US.................I am a Veteran, i will be flying the Canadian flag...........
Now that is a leader of a nation, not the clown piece of garbage we have in the US.................I am a Veteran, i will be flying the Canadian flag...........
Compares Canadian and US leadership unfavorably while asserting Canadian identity through flag symbolism.
@bradr4835
Mar 4, 2025
Who is a friend of America? Canada. Who is an enemy of America? Russia. Who is a friend of Trump? Putin.
Who is a friend of America? Canada. Who is an enemy of America? Russia. Who is a friend of Trump? Putin.
Rhetorical comparison of geopolitical relationships, contrasting traditional American alliances with Trump's apparent alignment with Putin.
@Cyril_Squirrel
Mar 5, 2025
Why dont you go to Palestine and ask the natives about the European and white settlers invasion you hypocrite you.
Why dont you go to Palestine and ask the natives about the European and white settlers invasion you hypocrite you.
Compares Canada's immigration to historical European settlement in Palestine, using comparative framing to challenge hypocrisy.
brahmaistrash.indiaisatoil5292
Jan 29, 2026
How nice it would be to have a normal person running the country like Canada has. I don’t know someone with compassion who doesn’t laugh and sell shirts at the demise of federal workers. Doesn’t …
How nice it would be to have a normal person running the country like Canada has. I don’t know someone with compassion who doesn’t laugh and sell shirts at the demise of federal workers. Doesn’t run a crypto scam where he made over $1 billion! What is wrong? Why don’t people care about that?
Contrasts Canadian leadership (compassionate, ethical) with American leadership (corrupt, unethical), using comparative framing.
@simonh7954
Mar 4, 2025
West colonized India for 400 years, now they are colonizing them, what's the problem 😂
West colonized India for 400 years, now they are colonizing them, what's the problem 😂
Compares historical colonization patterns between West and India, using ironic humor to frame current immigration as role reversal.
ViktorTyagi
Jan 27, 2026
From Germany: In short, if you want to come as a new member of the EU, you are very welcome. I would be delighted to welcome you
From Germany: In short, if you want to come as a new member of the EU, you are very welcome. I would be delighted to welcome you
Compares Canada favorably to Germany and extends a welcoming invitation, using international comparison to frame immigration positively.
@HelmutNolte
Mar 4, 2025
Many of the emigrant they also come from the USA to Canada. Not o only from Canada to the USA.
Many of the emigrant they also come from the USA to Canada. Not o only from Canada to the USA.
Compares bidirectional migration patterns between Canada and the USA to challenge a narrative.
thelmalee2672
Mar 3, 2026
That's how we feel in India seeing churches in each and every streets 😢
That's how we feel in India seeing churches in each and every streets 😢
Compares Canada's religious diversity to India, using emotional language to frame demographic change as a reversal of roles.
ajith4446
Feb 25, 2026
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)