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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Policy Critique
5,980 comments
Trump is trashing U.S. relations with friends and allies, isolating your country, destroying your reputation worldwide, threatening U.S. jobs, U.S. security, the U.S. economy.. Why? To Make America Great Again - No! He wants to …
Trump is trashing U.S. relations with friends and allies, isolating your country, destroying your reputation worldwide, threatening U.S. jobs, U.S. security, the U.S. economy.. Why? To Make America Great Again - No! He wants to line his pockets and those of his billionaire friends with the tarrif revenue - its as clear as day!
Critique of Trump's policies and their negative effects on US relations, economy, and security, with claim about tariff motivations.
@stvslas
Mar 4, 2025
14:39 Not convincing. What if someone is atheist or agnostic or any kind of irreligious? And what about "negating" people from lower castes? I bet this Hindu Sabha's leadership, priestly and staff positions are all …
14:39 Not convincing. What if someone is atheist or agnostic or any kind of irreligious? And what about "negating" people from lower castes? I bet this Hindu Sabha's leadership, priestly and staff positions are all composed exclusively of upper caste hindus. They're bringing it here.
Critiques religious/caste exclusion practices within Hindu organizations and makes an unverified claim about caste composition of leadership without evidence.
gamestravelmusictalks
Sep 18, 2025
Don's tariffs and DOGe harm and weaken American people and government. 1 month and we're already sick of loosing. 4 more years of this ? No way Americans!
Don's tariffs and DOGe harm and weaken American people and government. 1 month and we're already sick of loosing. 4 more years of this ? No way Americans!
Critiques Trump's tariff and DOGE policies as harmful, with implicit moral argument about damage to American people.
@Larry-z2r1h
Mar 4, 2025
The idiocy of this administration is mind blowing
The idiocy of this administration is mind blowing
Expresses frustration with government administration's policies and decision-making.
Policy Critique
0.82
@epiphany7189
Mar 4, 2025
As an American, I am so angry and disgusted with how our government here has put millions of American’s livelihood at mind blowing risk and their disrespect to many countries where we have built relationships …
As an American, I am so angry and disgusted with how our government here has put millions of American’s livelihood at mind blowing risk and their disrespect to many countries where we have built relationships with for decades and affect the livelihoods of the people of those countries; all to manipulate the markets for billionaires and corrupt criminals. That is what we get when we elect criminals against all warnings given over the last decade.
American commenter critiques U.S. government policy and trade decisions as harmful to citizens and international relationships.
@debralawsonpascua9632
Mar 4, 2025
By voting for the Liberal Party, Canadians finally got what they wanted. They deserved it.
By voting for the Liberal Party, Canadians finally got what they wanted. They deserved it.
Criticizes the Liberal Party's policies as responsible for negative outcomes, implying Canadians bear responsibility for their electoral choices.
間宮レナ
Jan 29, 2026
dude canada is country of canadians and why are they not deporting indians! as an indian I can say set a limit or atleast take some tests like driving, spoken english and civic sense etc …
dude canada is country of canadians and why are they not deporting indians! as an indian I can say set a limit or atleast take some tests like driving, spoken english and civic sense etc before letting them settle. It is your country do something otherwise this is bad!
Critiques immigration policy and calls for stricter vetting standards while asserting national identity boundaries and urging government action.
EverythingyouliketoseebyDM
Jan 29, 2026
The problem is NOT that Indians are coming to Canada. The problem is when you come to Canada from ANY country you are expected to assimilate, and majority do not.
The problem is NOT that Indians are coming to Canada. The problem is when you come to Canada from ANY country you are expected to assimilate, and majority do not.
Critiques immigration policy by framing assimilation as the core issue rather than national origin, with implicit identity concerns.
Triedbylauren
Jan 28, 2026
Idiot destroyed Canada, who can trust this man?
Idiot destroyed Canada, who can trust this man?
Direct criticism of Trudeau's leadership and trustworthiness without specific policy details.
Policy Critique
0.82
@irenalbert9079
Mar 4, 2025
The gravy train is done. But Justin thinks he is going to dazzle us with talk of fentanyl.
The gravy train is done. But Justin thinks he is going to dazzle us with talk of fentanyl.
Critiques government spending and suggests the leader is using distraction tactics rather than addressing real issues.
Policy Critique
0.82
@RTCIvory
Mar 4, 2025
But you didnt do any of that border security until trump came along. I dont agree with tariffs, but all countries are now pulling their socks up.
But you didnt do any of that border security until trump came along. I dont agree with tariffs, but all countries are now pulling their socks up.
Critiques Canada's border security policy implementation while comparing it to Trump's approach and acknowledging broader international policy shifts.
@Bigtbone205
Mar 4, 2025
Thank you for exposing this!!!! Canada's liberal government has sold out and destroyed this once great country
Thank you for exposing this!!!! Canada's liberal government has sold out and destroyed this once great country
Criticizes government immigration policy as destructive while framing it as a betrayal of the nation.
dirtydan9032
Jan 29, 2026
Donald Trump launched a trade war. Not the United States.
Donald Trump launched a trade war. Not the United States.
Distinguishes between Trump's personal agency and institutional responsibility, critiquing the attribution of trade war policy.
Policy Critique
0.82
@joeanderson8839
Mar 4, 2025
Gotta get them voters imported, common tactic these days
Gotta get them voters imported, common tactic these days
Alleges government deliberately imports voters through immigration as a political tactic, mixing policy criticism with conspiratorial framing.
whyisthissodifficult6965
Jan 27, 2026
Somebody needs to write a book on how many ways the Trudeau Liberals screwed us with their ill thought out immigration policies. From Trudeau publicly laughing and inviting illegal, economic immigrants, from around the world, …
Somebody needs to write a book on how many ways the Trudeau Liberals screwed us with their ill thought out immigration policies. From Trudeau publicly laughing and inviting illegal, economic immigrants, from around the world, to exploit Roxon road, to his brainless protege Sean Fraser screwing up the immigration file as well as the housing file.... he's still a minister in Carney's minority gov't.....as is Guilbault and that loose cannon Joly.
Sustained criticism of government immigration policy decisions and specific ministers, with implicit call for accountability.
malcolmhamilton5200
Jun 18, 2025
Don't be fooled Canada has been using tariffs on American goods for decades, it's not new and this isn't some bold great leader doing the right thing. He's a baby stomping his feet because he …
Don't be fooled Canada has been using tariffs on American goods for decades, it's not new and this isn't some bold great leader doing the right thing. He's a baby stomping his feet because he wants to tariff America and not be taxed back. He's not a leader and he's not a man. He's a little boy doing tiny petty things. He was fine when the gravy train made him a profit, he's mad because the free money just ran out.
Critiques government tariff policy as hypocritical and petty, with personal attacks on leadership credibility and character.
@JohnnyStrannge
Mar 4, 2025
When are these republicans going to wake up? Trump is leading his whole party and the rest of the country off a cliff! Start a trade war with Canada for absolutely no apparent reason? This …
When are these republicans going to wake up? Trump is leading his whole party and the rest of the country off a cliff! Start a trade war with Canada for absolutely no apparent reason? This man’s agenda will come to light, because there is a reason he’s doing this, it’s just not common knowledge.
Criticizes Trump's trade war policy and expresses concern about hidden motives and negative consequences.
@jimdadj1
Mar 4, 2025
RUBBISH! Brampton, Ontario has not been "a small, farm town" since the early 1800's. Brampton is squarely located in the Golden Horseshoe which hugs the western shore of Lake Ontario, from Oshawa to Niagara Falls, …
RUBBISH! Brampton, Ontario has not been "a small, farm town" since the early 1800's. Brampton is squarely located in the Golden Horseshoe which hugs the western shore of Lake Ontario, from Oshawa to Niagara Falls, in one of Canada's most densely-populated regions.
User fact-checks the video's characterization of Brampton's history and geography, critiquing the accuracy of the narrative presented.
buzzthruwith3193
Jan 28, 2026
This happened because Trump makes stuff up and doesn’t understand anything, to incl the consequences of his nonsense. Trump believes he’s playing 4D chess, when really he’s just performing and trying to look like a …
This happened because Trump makes stuff up and doesn’t understand anything, to incl the consequences of his nonsense. Trump believes he’s playing 4D chess, when really he’s just performing and trying to look like a legit POTUS, the same way he does all kinds of silly stuff to pretend he’s some kind of genius businessman.\n\nThe fact that he kisses Putin’s butt and talks about falling in love with that lunatic who runs North Korea while insulting every friendly nation who calls us a friend is disgusting.
Critiques Trump's decision-making and foreign policy approach while making moral judgments about his character and alliances.
@mizkomunikation9478
Mar 4, 2025
Canadians are turning against mass and Illegal immigration For Immigration to be a success all round a country needs to have a clear vision of its immediate for its needs and accord immigration opportunity only …
Canadians are turning against mass and Illegal immigration
For Immigration to be a success all round a country needs to have a clear vision of its immediate for its needs and accord immigration opportunity only to those it needs and that as a privilege -NO ONE has any rights to coming to Canada and those who are accorded such an opportunity need to understand clearly that they are opting for a new way of life that gives them opportunity and must be prepared psychologically to adapt and contribute -This concept has been brutalized in recent decades and law order and expectations have been trampled on -Hence today’s situation-a Canadian who came according to law and embraced Canada its way of life and Canadians
Critiques immigration policy framework, arguing for selective immigration based on national needs and immigrant adaptation expectations rather than rights.
BeejoMitty
Aug 26, 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)