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
I bet they don’t even have licenses. like in the US.
I bet they don’t even have licenses. like in the US.
Compares Canada to the US regarding licensing/documentation concerns about immigrants.
michaelg6686
Jan 27, 2026
US voted an immature pathological liar to be the president. Trump simply slapped tariffs on Trudeau out of personal jealousy.
US voted an immature pathological liar to be the president. Trump simply slapped tariffs on Trudeau out of personal jealousy.
Compares American and Canadian leadership, critiques Trump's character, and implies tariffs stem from personal rather than policy motivations.
@rollylin
Mar 4, 2025
Who will be the loser very soon ? America ! Just wait.
Who will be the loser very soon ? America ! Just wait.
Predicts America will lose in comparison to others, framing geopolitical competition with alarmist tone.
@kniespel6243
Mar 4, 2025
Well spoken! This is a leader. Unlike the U.S. We gotta deal with what was voted into Office. This is my opinion, remember like you have your own.
Well spoken! This is a leader. Unlike the U.S. We gotta deal with what was voted into Office. This is my opinion, remember like you have your own.
Compares Canadian leadership favorably to the U.S., with implicit national identity positioning.
@kynediben7558
Mar 4, 2025
Welcome to Europe, Canada.
Welcome to Europe, Canada.
Compares Canada to Europe, suggesting Canada is becoming more like Europe, with implicit criticism of Canadian identity/direction.
@johncama8735
Mar 4, 2025
I realty don’t like Trudeau, but everything he says here is totally true. He’s right. I’m British living in England.
I realty don’t like Trudeau, but everything he says here is totally true. He’s right. I’m British living in England.
Commenter identifies as British living in England, establishing an outsider perspective while validating Trudeau's statements on immigration policy.
@MattWiles
Mar 4, 2025
The USA president Trump wants everything to be manufactured and sourced locally from the United States of America. He knows what happened during COVID-19 and what problems the world experienced because of a global supply …
The USA president Trump wants everything to be manufactured and sourced locally from the United States of America. He knows what happened during COVID-19 and what problems the world experienced because of a global supply chain. Now while it doesn't really make sense with Canada who is right next door the Canadians were given the opportunity to integrate into the USA so there could be some motive in that. And why wouldn't they want that anyway? Just remove the Canadian border and everyone becomes the USA. Why not?
Compares US and Canadian positions, discusses supply chain economics, and frames integration between nations.
@nireshmaharaj2682
Mar 4, 2025
Love his speech, but tbh facts don't bother a Trump.. idiots are not open to arguments and facts its just about feelings\n\nNgl, if the US don't want Canadas resources, here in Europe we would like …
Love his speech, but tbh facts don't bother a Trump.. idiots are not open to arguments and facts its just about feelings\n\nNgl, if the US don't want Canadas resources, here in Europe we would like to buy it ?
Critiques Trump's dismissal of facts while offering Europe as alternative buyer for Canadian resources, comparing US and European positions.
@EngelinZivilBO
Mar 4, 2025
Wellcome to Europe, Canada!! ??❤️??!
Wellcome to Europe, Canada!! ??❤️??!
Jokingly compares Canada to Europe, suggesting Canada should align with Europe rather than the US, using ironic welcome language.
@Migguzogge
Mar 4, 2025
This is what a sane logical leader sounds like...please watch this video Trump
This is what a sane logical leader sounds like...please watch this video Trump
Contrasts Trudeau's leadership style favorably with Trump's, implicitly urging Trump to learn from this example.
@jobutl
Mar 4, 2025
America Great again??? how about, no nations doing the trade with the US??? you stay with your people and no bothers other nations, I think thats kinda good solution too!!
America Great again??? how about, no nations doing the trade with the US??? you stay with your people and no bothers other nations, I think thats kinda good solution too!!
Compares US trade approach unfavorably to isolationism, suggesting other nations would benefit from US non-engagement.
@SnniAhmadi-ce7mb
Mar 4, 2025
Trump is the only world leader that sounds like he's a low life with no education and no class. Money doesn't make you better. NO WAY IN HELL.
Trump is the only world leader that sounds like he's a low life with no education and no class. Money doesn't make you better. NO WAY IN HELL.
Compares Trump unfavorably to other world leaders while making a moral judgment about character and education.
@Spigola1-351
Mar 4, 2025
People from India want more freedom and are embracing modern life more.
People from India want more freedom and are embracing modern life more.
Compares Indian immigrants favorably to other groups, noting their embrace of freedom and modern values.
Comparative
0.75
Ophelia_Pain
Jan 27, 2026
America has supported so many countries for so long, We love canada but we also do not need to be taken advantage of.
America has supported so many countries for so long, We love canada but we also do not need to be taken advantage of.
Compares U.S. and Canadian relationships while asserting America's economic contributions and independence.
@natalieann2000
Mar 4, 2025
You should have become a member of BRICS+ and BRI long time ago. It's not too late.\nThe West has declared an Economic War with Russia that has Backfired Spectacularly.
You should have become a member of BRICS+ and BRI long time ago. It's not too late.\nThe West has declared an Economic War with Russia that has Backfired Spectacularly.
Recommends Canada align with BRICS+ and criticizes Western economic policy by comparing geopolitical alternatives.
@ArenAurelius
Mar 4, 2025
Come UK n check us out it's disappointing
Come UK n check us out it's disappointing
Brief comparative statement suggesting the UK experience mirrors Canada's immigration challenges, using comparative framing to express skepticism.
Comparative
0.75
cheape_n_nasty1826
Jan 27, 2026
Europe needs to unite with Ukraine against Russia and Trump. Ukraines Natural resources should stay with europe
Europe needs to unite with Ukraine against Russia and Trump. Ukraines Natural resources should stay with europe
Comment compares Europe and Ukraine positioning against Russia/Trump, framing geopolitical relationships and resource allocation across nations.
@davidbarraco2045
Mar 4, 2025
Donald Trump is destroying our great nation and our great neighbors to the north now hate us bc of our tyrant of a president
Donald Trump is destroying our great nation and our great neighbors to the north now hate us bc of our tyrant of a president
Compares US and Canadian leadership while asserting damage to international relationships and national reputation.
@Outsider_LXIX
Mar 4, 2025
Donald is going to spread a bunch of lies tonight with some address to Congress. Living in the US is a nightmare right now. We love you, Canada!
Donald is going to spread a bunch of lies tonight with some address to Congress. Living in the US is a nightmare right now. We love you, Canada!
Compares living conditions between the US and Canada, expressing preference for Canada while criticizing US leadership.
@ammother
Mar 4, 2025
USA is the biggest enemy to the rest of the world. They are literally Russia
USA is the biggest enemy to the rest of the world. They are literally Russia
Compares USA unfavorably to Russia and frames it as a threat to the world, combining comparative ranking with threat rhetoric.
@N8Dogg7
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)