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
Trudeau executing respectful conduct, good manners, social etiquette, integrity, and calm strong assertion. Everything Trump lacks.
Trudeau executing respectful conduct, good manners, social etiquette, integrity, and calm strong assertion. Everything Trump lacks.
Compares Canadian and American leadership qualities, positioning Trudeau favorably against Trump through character assessment.
@lanasmith2500
Mar 4, 2025
Reassuring to see so many country leaders talk so professionally in the wake of the Clown leader of the Circus in the US, have so much respect for Trudeau and the people of Canada, I …
Reassuring to see so many country leaders talk so professionally in the wake of the Clown leader of the Circus in the US, have so much respect for Trudeau and the people of Canada, I feel so sorry for the American people your leader is an embarrassment to you and the world, regards from Down Under??
Compares Canadian leaders favorably to Trump, expressing respect for Canada while criticizing US leadership and showing international solidarity.
@davewheeler5850
Mar 4, 2025
From Germany: Trump wants as a benefit no taxes for companies in USA. The price for his household have to pay by duties from other countries. Drugs and so on are no real argue, he …
From Germany: Trump wants as a benefit no taxes for companies in USA. The price for his household have to pay by duties from other countries. Drugs and so on are no real argue, he is saying only for his people at home. Now the inflation growing up all in the world and he wants to drop it, ha! Thats so silly! Or Moskau guided him.. On a long term, he shoot his country in his own knie!
Commenter from Germany compares Trump's economic policies to their effects globally and references Putin, using international perspective to critique US policy.
@dirkhuneke6280
Mar 4, 2025
This has been going on for 200 years, the difference is, is its now millions, not thousands. Italians came to US/ Canada in 1900's and kept to themselves just like the Indians. Mennonites, Chinese, Irish, …
This has been going on for 200 years, the difference is, is its now millions, not thousands. Italians came to US/ Canada in 1900's and kept to themselves just like the Indians. Mennonites, Chinese, Irish, all the same but just in a smaller way. It's balloned over time.
Compares current Indian immigration to historical waves of Italian, Chinese, Irish, and Mennonite immigration, contextualizing scale differences.
Comparative
0.85
smcm8467
Oct 27, 2025
india have small israel india have small france india have small portugal will other country allow small india?
india have small israel
india have small france
india have small portugal
will other country allow small india?
Compares India's size to other nations and questions whether other countries would accept a 'small India,' using comparative framing to make an implicit argument about immigration capacity.
Clashrecords001
Oct 14, 2025
As an American and a Trump supporter, I agree with these tariffs, but only equal to the tariffs other countries charge the United States on our imports. I do not agree with imposing this on …
As an American and a Trump supporter, I agree with these tariffs, but only equal to the tariffs other countries charge the United States on our imports. I do not agree with imposing this on our brothers and sisters to the north. I’m speaking of the good people of Canada. I have traveled to Canada and crossing the border was just like crossing into another state. Yes, there was a border gate which there should be, but I had absolutely no problem whatsoever. I hope our government can work this out very quickly and stop this foolishness. But to countries like China and Europe the United States should charge a reciprocal tariff as to what you charge us on our import. It’s only fair. Why are we paying an exuberant tariff for our goods entering your country and you expect to pay nothing with your goods entering ours. Most Americans, love Canada and love our Canadian brothers and sisters, we’ve always supported each other in world, wars, and other attacks against our respective countries. I pray this is resolved quickly, and then we can once again live United and in harmony.
Compares US tariff policy toward Canada versus other countries while expressing solidarity with Canada as a neighboring ally and critiquing current tariff approach.
@piercedriver1
Mar 4, 2025
Team A = Russia & USA\nTeam B = Rest of the World
Team A = Russia & USA\nTeam B = Rest of the World
Divides the world into geopolitical teams, comparing nations and positioning them in opposition to each other.
@davidmanx
Mar 4, 2025
unlike india..they have toilets
unlike india..they have toilets
Compares Canada (implicitly) to India using a stereotype about infrastructure/sanitation, framing national differences.
teevee2145
Nov 4, 2025
I think that the USA will soon find itself all alone in the world. Canada, Europe, Japan, South Korea, etc. are just seeing that you can't rely on the usa.\nThese countries will reorient themselves. China …
I think that the USA will soon find itself all alone in the world. Canada, Europe, Japan, South Korea, etc. are just seeing that you can't rely on the usa.\nThese countries will reorient themselves. China will be happy.
Compares the USA's international standing to other nations while warning of geopolitical realignment and isolation.
@n.m.3322
Mar 4, 2025
British ruled over India for more than 190 years and now our people going there working hard to earn money, got better lifestyle these white people had problem in that also 😂
British ruled over India for more than 190 years and now our people going there working hard to earn money, got better lifestyle these white people had problem in that also 😂
Compares historical British colonialism in India to current Indian immigration to Canada, framing it as ironic reversal with identity-based undertones.
OxyZen_9
Feb 24, 2026
If he is selling himself to Americans and abusing President Trump. Why does he not accept the unification with the United States and become its 51st state? Then, he can try his luck to become …
If he is selling himself to Americans and abusing President Trump. Why does he not accept the unification with the United States and become its 51st state? Then, he can try his luck to become President of the United States. That's good for the world as well, and good for Canadian people as well.
Compares Canada to the United States and suggests political unification, framing Canada's relationship with the US as a comparative national question.
@Mukesh_Devrari
Mar 4, 2025
Happening in Texas too
Happening in Texas too
Directly compares Canada's situation to Texas, indicating similar immigration dynamics across borders.
Comparative
0.85
Brotoshi
Jan 27, 2026
American here. I wish we could have the same level of leadership as Canada.
American here. I wish we could have the same level of leadership as Canada.
American commenter favorably comparing Canadian leadership to US leadership.
@davidcorrales655
Mar 4, 2025
This is what a sane and rational and compassionate leader sounds like - not Trump/Vance/Musk/Maga
This is what a sane and rational and compassionate leader sounds like - not Trump/Vance/Musk/Maga
Compares Trudeau favorably to Trump/Vance/Musk, praising his sanity, rationality, and compassion.
@LoriKiplingerPandy
Mar 4, 2025
Trudeau is not that popular in Canada, but he is one thing,he's not Trump.He cares about Canadians, and our Sovereignty. Trump has sold out Americans to Russia, and is president only to keep himself out …
Trudeau is not that popular in Canada, but he is one thing,he's not Trump.He cares about Canadians, and our Sovereignty. Trump has sold out Americans to Russia, and is president only to keep himself out of prison and to enrich himself from the position. He has no interest in the American people, only in revenge for supposed flights to him by just about everyone, as he is a petulant child.
Directly compares Trudeau and Trump across multiple dimensions (sovereignty, self-interest, character), with moral judgments embedded in the comparison.
@alex35agm
Mar 4, 2025
Australia is with Canada, Europe, and particularly with Ukraine.
Australia is with Canada, Europe, and particularly with Ukraine.
Comment positions Canada within a geopolitical alliance structure, comparing it to Australia, Europe, and Ukraine.
Comparative
0.85
@annienickledoo
Mar 4, 2025
Fucking hell canada is just like scotland now 😂😂😂😂😂
Fucking hell canada is just like scotland now 😂😂😂😂😂
The comment compares Canada to Scotland using humor and profanity to suggest demographic or cultural similarity.
liamlayden7090
Feb 9, 2026
It's happening really bad here in Australia too!!!! 🇦🇺 😬
It's happening really bad here in Australia too!!!! 🇦🇺 😬
Commenter compares Canada's immigration situation to Australia's, expressing concern about similar patterns occurring elsewhere.
AlisonBaker-p9i
Oct 5, 2025
Wow, this is an American President who can talk coherently. I suggest that Canada invites all US-American States who still have a sane sense to join the United States of Canada. I bet, the world …
Wow, this is an American President who can talk coherently. I suggest that Canada invites all US-American States who still have a sane sense to join the United States of Canada. I bet, the world would be in a better state if we had leaders like President Trudeau. Chose between a babbling and overtaxed old man and an intelligent man who makes sense!\n(Should I have made any spellings mistakes, it's probably because English is not my native language, so please hold back on your hatred you trolls out there. At least I speak other languages ;)
Compares Trudeau favorably to US leadership and proposes merging US states with Canada based on comparative assessment of leaders.
@nyamuklong84
Mar 4, 2025
During the 2nd world war many people sought refuge in Canada not the US I guess people knew then already how untrustworthy that country and its citizens actualky are
During the 2nd world war many people sought refuge in Canada not the US I guess people knew then already how untrustworthy that country and its citizens actualky are
Compares Canada favorably to the US during WWII, framing the US as untrustworthy while positioning Canada as a refuge destination.
@erikbrouwer2022
Mar 4, 2025
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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)