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
The US needs someone like Trudeau!!
The US needs someone like Trudeau!!
Compares US leadership unfavorably to Trudeau, ranking nations by leadership quality.
Comparative
0.88
@kathrynsheehan7727
Mar 4, 2025
Wow, he sounds so intelligent compared to Trump
Wow, he sounds so intelligent compared to Trump
Directly compares Trudeau's intelligence favorably to Trump's, using comparative language.
Comparative
0.88
@lindazager
Mar 4, 2025
It's happening in Australia too.
It's happening in Australia too.
Compares Canada's immigration situation to Australia, using cross-national comparison to frame the issue.
Comparative
0.88
travistar
Jan 29, 2026
I'm surprised how nice and clean that city looks. I have been to many Canadian city's that are not this clean.
I'm surprised how nice and clean that city looks. I have been to many Canadian city's that are not this clean.
Compares the cleanliness of the featured city favorably to other Canadian cities, using comparative observation as commentary.
Comparative
0.88
MattMuilenburg-x8e
Sep 20, 2025
As an American I envy Canadians for having a sincere and honest leader
As an American I envy Canadians for having a sincere and honest leader
American commenter expresses envy of Canada's leadership, directly comparing the two countries' political situations favorably toward Canada.
@oneamerica195
Mar 4, 2025
I would be thrilled if Canada were a member of the EU
I would be thrilled if Canada were a member of the EU
Expresses preference for Canada to join the EU, directly comparing Canada's position to another international organization.
Comparative
0.88
@thomasmarz649
Mar 4, 2025
Trump is right about Canada. Canada is a shithole like India.
Trump is right about Canada.
Canada is a shithole like India.
Compares Canada to India negatively and invokes Trump's rhetoric, ranking nations while making derogatory claims.
hej31gai4b57hsh
Jan 27, 2026
I'd rather watch Trudeau than Trump. At least he has something with substance.
I'd rather watch Trudeau than Trump. At least he has something with substance.
Compares Canadian and American leaders favorably, ranking nations based on perceived substance and quality.
@quedugar408
Mar 4, 2025
Same thing in Australia
Same thing in Australia
Brief comparative reference suggesting similar immigration issues occurring in Australia.
Comparative
0.88
grass99-he6si
Jan 28, 2026
A clever, well spoken man, delivering a clear, strong, and compassionate message *in two languages* is such stark contrast to the orange turd who can barely string one coherent sentence together...
A clever, well spoken man, delivering a clear, strong, and compassionate message *in two languages* is such stark contrast to the orange turd who can barely string one coherent sentence together...
Compares Canadian PM favorably to Trump using sarcastic language ('orange turd'), contrasting leadership styles across nations.
@Miss_ESL
Mar 4, 2025
Canada has an articulate leader. The United States has a self absorbed leader who is a sexual felon…a suspected pedophile and buddy of Jeffrey Epstein’s. Quite a difference, eh???
Canada has an articulate leader. The United States has a self absorbed leader who is a sexual felon…a suspected pedophile and buddy of Jeffrey Epstein’s. Quite a difference, eh???
Compares Canadian and American leaders with moral criticism of Trump's character and alleged criminal/unethical behavior.
@playtimeisdone8490
Mar 4, 2025
Interesting how Trudeau talks about how he will do whatever he can to make it easier for his people in Canada ha ha ha ha ha no mention of that from Trump!
Interesting how Trudeau talks about how he will do whatever he can to make it easier for his people in Canada ha ha ha ha ha no mention of that from Trump!
Compares Trudeau's and Trump's approaches to leadership, using sarcasm ('ha ha ha') to highlight the contrast.
@maryannbaumeister9709
Mar 4, 2025
Putin broke the peace agreement with Ukraine and went to war for territory, Trump broke the Trade agreement with Canada that he negotiated to try and as he has said, break us economically to become …
Putin broke the peace agreement with Ukraine and went to war for territory, Trump broke the Trade agreement with Canada that he negotiated to try and as he has said, break us economically to become the 51st state. So proud of our Prime Ministers speech,so proud to be a Canadian.
Comparison of Putin's and Trump's treaty violations with pride in Canadian leadership response.
@stardust4987
Mar 4, 2025
He is a great leader wish america had him instead of the orange baboon
He is a great leader wish america had him instead of the orange baboon
Compares Canadian leader favorably to US leader using derogatory language ('orange baboon') to highlight the contrast.
@TammieBostick
Mar 4, 2025
Now this is a real leader, quite unlike the orange buffoon who presently resides in the White House.
Now this is a real leader, quite unlike the orange buffoon who presently resides in the White House.
Compares Canadian leadership favorably to US president using derisive language and sarcasm.
@davider3568
Mar 5, 2025
Why can't we in the USA attract a President like Trudeau? Trump has compromised our national security. ??? ??
Why can't we in the USA attract a President like Trudeau? Trump has compromised our national security. ??? ??
Compares U.S. and Canadian leadership unfavorably, praising Trudeau while criticizing Trump's national security record.
@acousticshadow4032
Mar 4, 2025
Well Damn that's the kinda president we need in America, not an OLD Orange Senile Tyrant. I liked everything he said!
Well Damn that's the kinda president we need in America, not an OLD Orange Senile Tyrant. I liked everything he said!
Compares Canadian PM favorably to American leadership, criticizing Trump while praising the Canadian PM's message.
@mbstyling
Mar 4, 2025
Same thing the Arabs are doing with Dearborn.
Same thing the Arabs are doing with Dearborn.
Compares Canadian immigration patterns to Arab demographic changes in Dearborn, implying parallel demographic displacement concerns.
rickjay2011
Jan 28, 2026
Intelligent, thoughtful, polite, shows empathy and compassion, truthful, a statesman... and even good-looking. Pretty much everything our guy isn't.
Intelligent, thoughtful, polite, shows empathy and compassion, truthful, a statesman... and even good-looking. Pretty much everything our guy isn't.
Contrasts Canadian leader's qualities favorably against an American counterpart, using comparative evaluation.
@stephencooper3583
Mar 4, 2025
Articulate, thoughtful, educated, emotional response. Something we will never get under Krasnov trump and maga cult. Thank you Canadian citizens for at least having an articulate leader.
Articulate, thoughtful, educated, emotional response. Something we will never get under Krasnov trump and maga cult. Thank you Canadian citizens for at least having an articulate leader.
Commenter praises Canadian PM's articulate leadership while contrasting it negatively with US political leadership under Trump.
@CoolEyeColorado
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)