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
OMG, I SOOOO wish Trudeau was the president of the U.S. (my country)!! He is fabulous.
OMG, I SOOOO wish Trudeau was the president of the U.S. (my country)!! He is fabulous.
Expresses preference for Canadian leader over U.S. leadership, directly comparing nations.
@rreid3990
Mar 4, 2025
......he is someone I would Love Leading my Country, especially right now. Then to further make Trump look like a dumbass, he did his speech in a different language...fluidly. Trump can barely speak English.
......he is someone I would Love Leading my Country, especially right now. Then to further make Trump look like a dumbass, he did his speech in a different language...fluidly. Trump can barely speak English.
Contrasts Trudeau's multilingual eloquence and leadership qualities favorably against Trump's perceived incompetence.
@algreentube
Mar 4, 2025
bro these people are working an contributing to the economy whats the problem ? when the italians came to chicago and new york
bro these people are working an contributing to the economy whats the problem ? when the italians came to chicago and new york
Defends immigrants' economic contribution by comparing current immigration to historical Italian immigration patterns.
Diquetraysay
Jan 27, 2026
It's just refreshing to hear a leader who is an intelligent, educated human being, I wish we had one in America.
It's just refreshing to hear a leader who is an intelligent, educated human being, I wish we had one in America.
Commenter compares Canadian and American leadership favorably, praising Trudeau's intelligence and education while implicitly criticizing the USA's current leader.
@Auguur
Mar 4, 2025
Greatest country on earth huh? Where should i start: -13th most obese country (~43% of you cant even feed themselves without getting sick) -27th out of 37 for reading -27th out of 81 for mathematics …
Greatest country on earth huh?
Where should i start:
-13th most obese country (~43% of you cant even feed themselves without getting sick)
-27th out of 37 for reading
-27th out of 81 for mathematics
-35th in life expectancy
-52nd globally in gender equality
health, education equity, or overall well-being...
You are the "greatest" in nothing...
Only positive things the world sees is americas beautiful nature, and you did nothing to achieve that except unaliving so so many indiginous people...
Seriously, how can you be patriotic about this country.
I really dont get it...
Somebody enlighten me, help me understand, how you can call yourself "greatest country in the world"? When you are obviously not!
Compares the US to other nations using statistics and rankings, questioning national pride through comparative metrics and historical critique.
elerem4k54
Jan 27, 2026
Trump is making traudea popular again
Trump is making traudea popular again
Compares Trump's actions to their effect on Trudeau's political standing, framing as comparative political consequence.
Comparative
0.82
@JohnDaultrey
Mar 4, 2025
Uhh.... Actually Europeans has been invading canada from 1600s onwards. Indigenous people didn't invited them either
Uhh.... Actually Europeans has been invading canada from 1600s onwards. Indigenous people didn't invited them either
Uses historical comparison of European colonization to counter current immigration criticism, implying hypocrisy.
Past_Scope
Mar 3, 2026
Trump is a total disaster for all Americans except the $Billionaires. But it wasn't the $Billionaires who voted Trump into office, it was the millions of MAGA Morons, the very people who are now losing …
Trump is a total disaster for all Americans except the $Billionaires. But it wasn't the $Billionaires who voted Trump into office, it was the millions of MAGA Morons, the very people who are now losing their jobs in thousands as Musk takes an axe to everything. Tariffs on America's main trading partners means that the American consumers, many of them MAGA Morons, are going to be hit a lot harder in the pocket as prices on their goods rocket. I only feel sorry for the Americans, who saw this coming and voted against Trump. For all the MAGA Morons, don't cry help, you brought this on yourself !!! Here in the UK we support Canada 100% !!!
Compares US and UK positions, frames Canada favorably against Trump's America, and expresses UK support for Canada.
@william_marshal
Mar 4, 2025
Canada always follow America no matter what.
Canada always follow America no matter what.
Compares Canada's policy decisions to America's, framing Canada as a follower nation.
JohnBe-d2j
Apr 15, 2025
Wish he was our president!That's what an intelligent articulate leader sounds like.Trump demonstrates his total lack of intelligence and lack of understanding of basic economics. Tariffs only hurt consumers.Canadians deserve better.
Wish he was our president!That's what an intelligent articulate leader sounds like.Trump demonstrates his total lack of intelligence and lack of understanding of basic economics. Tariffs only hurt consumers.Canadians deserve better.
Compares Canadian and US leaders while critiquing Trump's economic understanding and tariff policy.
@KeithMerritt-bg1ld
Mar 4, 2025
Trump a deja prevu comment jouer aux echecs sur le plan economique. En pillant l'Ukraine avec l'aide la Russie. Les USA ont le regard tourné vers la Chine depuis longtemps, ils nont plus dinteret á …
Trump a deja prevu comment jouer aux echecs sur le plan economique. En pillant l'Ukraine avec l'aide la Russie. Les USA ont le regard tourné vers la Chine depuis longtemps, ils nont plus dinteret á negocier avec lAmerique du Nord ou l'Europe. Il joue au papa autoritaire avec les nerfs de tous Les autres gouvernements. Ses decisions laissent á penser que nous ne sommes plus Les alliés des USA.
Compares Trump's economic strategy and geopolitical positioning relative to other nations and allies, analyzing international relations.
@aurorelephilipponnat
Mar 4, 2025
0:54 might need to correct you there one of the best countries in the world the uk is the best
0:54 might need to correct you there one of the best countries in the world the uk is the best
Compares Canada to the UK, asserting the UK is superior and correcting the video's ranking of countries.
penguinnn230
Jan 27, 2026
Indians are Better than Somalis though. I don’t mind India’s and Asians. They actually contribute
Indians are
Better than Somalis though. I don’t mind India’s and Asians. They actually contribute
Ranks immigrant groups by perceived contribution, comparing Indians/Asians favorably to Somalis.
YeYe4Life
Jan 27, 2026
And indian don't want any outsider in their country and they are everywhere They proud to be indian but they don't want to live there
And indian don't want any outsider in their country and they are everywhere
They proud to be indian but they don't want to live there
Compares Indian diaspora behavior to their national pride, contrasting attitudes toward immigration across countries.
azizmalik2818
Jan 27, 2026
Calm, well delivered, and backed by facts. What a contrast with the orange man!
Calm, well delivered, and backed by facts. What a contrast with the orange man!
Praises Canadian leadership as calm and fact-based while contrasting it negatively with Trump's approach.
@Prebbech
Mar 4, 2025
People have been calling it Bramladesh for a loooong time. Lots of great restaurants there.
People have been calling it Bramladesh for a loooong time. Lots of great restaurants there.
References a neighborhood nickname and acknowledges cultural contributions (restaurants), comparing local identity with immigrant presence in a neutral tone.
vestaxwax
Jan 27, 2026
Trump is dumb but he hires keen employees. What do I mean? He knows exactly what he's doing. I call upon anyone to study the history of 1920's USA, politically AND economically.\nBack then they also …
Trump is dumb but he hires keen employees. What do I mean? He knows exactly what he's doing. I call upon anyone to study the history of 1920's USA, politically AND economically.\nBack then they also created policies that deported millions of Mexicans. Blamed Europe from bringing their worse AND imposed tariffs.\nWhat happened? well the Great Depression did AND also WW2. Inform yourself USA.
Compares Trump's policies to 1920s USA deportations and tariffs, drawing historical parallels while urging people to study history and learn from past consequences.
@michaelsotomayor5001
Mar 4, 2025
You Canadians should re-think the idea of not joining the EU. Greetings from Germany
You Canadians should re-think the idea of not joining the EU. Greetings from Germany
Compares Canada to EU membership and suggests policy reconsideration, framing Germany/EU as an alternative model.
@MrPinoCavallo
Mar 4, 2025
this is so stupid. did the british assimilate to native or french canadian culture when they came to Canada?
this is so stupid. did the british assimilate to native or french canadian culture when they came to Canada?
Uses historical comparison to challenge assimilation expectations, questioning policy logic through precedent.
moépitoé
Mar 2, 2026
These tariffs are a part of Trump's revenge tour. Mexico didn't pay for the wall and Trudeau made jokes about him.\n\nThis has nothing to do with immigrants or drugs.
These tariffs are a part of Trump's revenge tour. Mexico didn't pay for the wall and Trudeau made jokes about him.\n\nThis has nothing to do with immigrants or drugs.
Contextualizes tariffs within Trump-Trudeau relationship dynamics and compares motivations across political actors.
@wickyb123
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)