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
Canada has been ripping United States for many years. And Trudeau is a crooked politician
Canada has been ripping United States for many years. And Trudeau is a crooked politician
Criticizes Canada's economic policies and Trudeau's political integrity.
@MrWhiskeyWhiskers
Mar 4, 2025
DT is isolating us from our friends and allies while raising prices on everything. Hes a russian asset, who has paired with an american oligarchy to strip our rights and our government. I heard Kamala …
DT is isolating us from our friends and allies while raising prices on everything. Hes a russian asset, who has paired with an american oligarchy to strip our rights and our government. I heard Kamala is running in 2028. It cant come fast enough. I feel so bad having her come in and try to clean up the mess DT is making and made. WE'RE THE BAD PEOPLE NOW!?
Critiques Trump's policies on trade and alliances while making unverified claims about Russian connections and expressing anxiety about national decline.
@Babette1986
Mar 4, 2025
Trump is making enemies out of our allies so then if some other country attacks us, our lost allies won’t back us up and fight on our side. If you think Russia is our ally, …
Trump is making enemies out of our allies so then if some other country attacks us, our lost allies won’t back us up and fight on our side. If you think Russia is our ally, you have been duped.
Critiques Trump's foreign policy approach while expressing security concerns about lost alliances and potential attacks.
@ClassicLitCat
Mar 4, 2025
It would be nice to get 500,000 every six months
It would be nice to get 500,000 every six months
Expresses preference for higher immigration intake targets as a policy position.
Policy Critique
0.80
Becxx88
Dec 24, 2025
The world knows Trudeau is a joke. Now he is trying to push his propaganda on Canadians and the wolf
The world knows Trudeau is a joke. Now he is trying to push his propaganda on Canadians and the wolf
Dismisses Trudeau's credibility and accuses him of propaganda, combining personal attack with policy criticism.
@SandsTimeDiscoBiscuitShow
Mar 4, 2025
296?? How about 296,000? That would be a good start....
296?? How about 296,000? That would be a good start....
Criticizes the scale of deportations as insufficient, implying the government should do more.
JasonLorraine-f4y
Feb 18, 2026
That's the Liberal government for you. Promise you the moon to get your vote, and then do the rug-pull. They do this to homegrown Canadians too.
That's the Liberal government for you. Promise you the moon to get your vote, and then do the rug-pull. They do this to homegrown Canadians too.
Criticizes Liberal government for broken promises on immigration policy, extending critique to treatment of all Canadians.
bart678
Mar 3, 2026
The name should tell these people everything. It was TEMPORARY, it ended, time to go home. Canada owes them nothing. Why is that so hard to understand and why these immigration lawyers have a problem …
The name should tell these people everything. It was TEMPORARY, it ended, time to go home. Canada owes them nothing. Why is that so hard to understand and why these immigration lawyers have a problem following the law?
Argues that temporary visa programs should be enforced as written and criticizes immigration lawyers for challenging the law.
Alexa-777-u9d
Jan 15, 2026
This just sounds silly. Y'all just wanna keep on cheating us. Good grief
This just sounds silly. Y'all just wanna keep on cheating us. Good grief
Expresses frustration with government policy as deceptive ('cheating us'), combining policy criticism with an appeal to fairness.
@billysims5942
Mar 4, 2025
all you people,, this is what cheats and crooks do,. talk sweet on the camera,, but do not do any work which effects your daily lives. Trump is not those people,, his action speaks louder …
all you people,, this is what cheats and crooks do,. talk sweet on the camera,, but do not do any work which effects your daily lives. Trump is not those people,, his action speaks louder than words,, the time to rip america off is over,, america will prosper now,, free money and aid is gone now,, all you countries,, work hard to earn your wages now,, nothing is going to be a handout,, america is no more your grannys shop.
Criticizes previous government policies as ineffective and wasteful while praising Trump's action-oriented approach and asserting American self-reliance.
@xrpprince9368
Mar 4, 2025
We don’t want this either, PM Trudeau. And this isn’t our government. It hasn’t been our government for a few decades now. Please do everything you need to in order to fight back. We will …
We don’t want this either, PM Trudeau. And this isn’t our government. It hasn’t been our government for a few decades now. Please do everything you need to in order to fight back. We will be ok. We will fight back against this criminal administration in every way that we can. God Bless Canada and its wonderful people.
Criticizes government policies and administration while calling for resistance and action against perceived wrongdoing.
@debrabenda5210
Mar 4, 2025
These tariffs have absolutely nothing to do with fentanyl, immigrants, or the price of tea in China...they're all about the great orange one and his march toward (supposed) world domination ?
These tariffs have absolutely nothing to do with fentanyl, immigrants, or the price of tea in China...they're all about the great orange one and his march toward (supposed) world domination ?
Critiques tariff policy as politically motivated rather than addressing stated concerns, using sarcasm and dismissal.
@carldavis1407
Mar 4, 2025
Sorry - As an Albertan, I will NOT listen to a word from Kenney's mouth.
Sorry - As an Albertan, I will NOT listen to a word from Kenney's mouth.
Dismisses Alberta Premier Kenney's credibility on immigration policy, expressing distrust in his political authority.
paradoxi2649
Feb 18, 2026
Canadians are oppressed. This guy had no problem arresting his citizens for protesting, he needs to look to home lmao
Canadians are oppressed. This guy had no problem arresting his citizens for protesting, he needs to look to home lmao
Criticism of Trudeau's domestic policies (arrest of protesters) as hypocritical given his international stance on freedom.
@Rocky11169
Mar 4, 2025
Crushing citizens who speak out against him forcing vaccines on citizens shutting down Parliament, slapping Canadians with carbon tax while he flys all over the world in a private government jet. Bringing in millions of …
Crushing citizens who speak out against him forcing vaccines on citizens shutting down Parliament, slapping Canadians with carbon tax while he flys all over the world in a private government jet. Bringing in millions of immigrants while Canadians struggle. There is nothing honourable about this leftist clown at all.
Criticizes multiple government policies (vaccines, carbon tax, immigration) while expressing concerns about citizen welfare and leadership integrity.
@Dbodell8000
Mar 4, 2025
Why is Trump making America look bad. We are screwed
Why is Trump making America look bad. We are screwed
Criticizes Trump's policies for damaging America's reputation and expresses anxiety about national consequences.
@bertha8893
Mar 4, 2025
The real question is how tf does Canada let in people who can’t even speak English man. Like that’s just WIIIILLLLLDDD!
The real question is how tf does Canada let in people who can’t even speak English man. Like that’s just WIIIILLLLLDDD!
Questions Canada's immigration policy regarding language requirements, framing it as illogical rather than expressing explicit hostility.
akshaymalhotra4585
Feb 23, 2026
Blame liberals Fucked up Canada
Blame liberals
Fucked up Canada
Blames a political party (liberals) for Canada's problems, framing this as policy failure rather than moral argument.
Ways69
Aug 28, 2025
The US cannot fight the world. These are treating partners and friends. Trump is evil.
The US cannot fight the world. These are treating partners and friends. Trump is evil.
Critiques Trump's approach to international relations as unsustainable and morally wrong, characterizing him as evil.
@DonaldJohnson-zn1qw
Mar 4, 2025
Canadians agree liberals destroyed our immigration system yet they keep voting liberal
Canadians agree liberals destroyed our immigration system yet they keep voting liberal
Criticizes the Liberal government's immigration policy while implicitly calling for voters to change their voting behavior.
paulbadics3500
Feb 27, 2026
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)