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
Policy Critique
5,980 comments
Great speech, but until it hurts them, they don’t believe. ?
Great speech, but until it hurts them, they don’t believe. ?
Critiques government inaction on immigration policy, suggesting consequences are needed to drive change.
@sylviaespeckerman8348
Mar 4, 2025
We be aight remember when we suffer Canadian will starve for sure this fool is disgustingly stupid and dumb he is talking about dictatorship he forgot what he did few years back to the agricultural …
We be aight remember when we suffer Canadian will starve for sure this fool is disgustingly stupid and dumb he is talking about dictatorship he forgot what he did few years back to the agricultural sector for protesting/going on strike he been the almighty Canadian aka the big honcho he decides to punished everyone frozen ? all their assets including bank accounts not counting he took Canadian second amendment ?
Rambling critique of Trudeau's past policies (agricultural sector, asset freezing, gun control) presented as evidence of authoritarianism, mixing verifiable policies with inflammatory language.
@torobololo
Mar 4, 2025
She’s the perfect lieberal… in it for the money, unable or unwilling to give a straight answer and obviously spends her time on anything but learning the ins and outs of her portfolio. ⚡️
She’s the perfect lieberal… in it for the money, unable or unwilling to give a straight answer and obviously spends her time on anything but learning the ins and outs of her portfolio. ⚡️
Criticizes a political figure's competence and motives, with partisan framing ('lieberal').
hhhhjjjj5123
Feb 27, 2026
Yay! President Trudeau! I wish I didn’t have to live with this crap from this criminal
Yay! President Trudeau! I wish I didn’t have to live with this crap from this criminal
Criticizes the prime minister as a criminal and expresses dissatisfaction with current governance and living conditions.
@frequencyhypnosis8260
Mar 4, 2025
And to Justin Trudeau, speak to your own people. Maybe you need to hear what they feel. Trump is far more popular in America than you are in Canada.
And to Justin Trudeau, speak to your own people. Maybe you need to hear what they feel. Trump is far more popular in America than you are in Canada.
Criticizes Trudeau's leadership and responsiveness to citizens while comparing his popularity unfavorably to Trump's.
@TimOlaughlin
Mar 4, 2025
Trudeau is a very nice person when call Trump “ you are smart “ , no he’s dumb as a rock!
Trudeau is a very nice person when call Trump “ you are smart “ , no he’s dumb as a rock!
Criticizes Trudeau's leadership and judgment through sarcastic comparison to Trump, mixing critique with mockery.
@cpalacioable
Mar 4, 2025
Would be good if Canada had ICE
Would be good if Canada had ICE
References ICE (U.S. immigration enforcement) as a policy model Canada should adopt, implying criticism of current Canadian immigration enforcement.
ozzieonline
Feb 18, 2026
Why can’t we have a good leader like him???
Why can’t we have a good leader like him???
Expresses dissatisfaction with current leadership quality, implicitly critiquing government performance while asserting preference for alternative leaders.
@seancasey-p1f
Mar 4, 2025
Imagine talking tough and then bowing down to him every time
Imagine talking tough and then bowing down to him every time
Criticism of perceived inconsistency in leadership behavior, suggesting tough talk followed by capitulation.
Policy Critique
0.75
@shaundippel7360
Mar 4, 2025
I can't believe what is happening to our country and the republican congress is totally compliant. So darn unnecessary.
I can't believe what is happening to our country and the republican congress is totally compliant. So darn unnecessary.
Expresses concern about national consequences and criticizes government/congressional inaction on an unspecified issue, framed as policy failure.
@edwardburke1324
Mar 4, 2025
Now you feel the pain, why did you in the first place arrest Meng to comply with the evil US?
Now you feel the pain, why did you in the first place arrest Meng to comply with the evil US?
Criticism of Canada's past compliance with US extradition request (Meng Wanzhou case), framing it as unjust policy.
@hopcybergod
Mar 4, 2025
Listen Trump lied to Americans he said he don't know project 2025 fired our federal workers Americans are not to blame for Trump lies your issue is with him not the citizens once again he …
Listen Trump lied to Americans he said he don't know project 2025 fired our federal workers Americans are not to blame for Trump lies your issue is with him not the citizens once again he lied to us
Critiques Trump's dishonesty regarding Project 2025 and federal worker firings, defending American citizens from blame.
@hazelady5068
Mar 4, 2025
All of these comments from Americans, saying you stand with Canada. Trump is just doing the same thing Canada has done to us. You people need to research the tariffs Canada has implemented in the …
All of these comments from Americans, saying you stand with Canada. Trump is just doing the same thing Canada has done to us. You people need to research the tariffs Canada has implemented in the past. Trump isn't going to let Canada and Ukraine use America anymore.
Critiques Trump's tariff policies by comparing them to Canada's past tariff practices.
@richardgodwin4198
Mar 4, 2025
not our gov't, our people voted for this, he missed that part
not our gov't, our people voted for this, he missed that part
Points out that the government reflects the people's democratic choice, critiquing the framing of the issue.
Policy Critique
0.75
@bassethoundguy3545
Mar 4, 2025
We love honest journalism like this I mean alot of ppl aren't even qualified to be in Canada, most of them can't communicate properly in english
We love honest journalism like this
I mean alot of ppl aren't even qualified to be in Canada, most of them can't communicate properly in english
Criticizes immigration standards and language qualifications of admitted immigrants, making broad claims about competency without evidence.
Spicyketchup04
Jan 27, 2026
Remind me again why Trudeau was forced to resign? Even NY Times investigative journalists recently explained how NAFTA worked against US interests and killed so much of our industry decades ago; almost the opposite of …
Remind me again why Trudeau was forced to resign? Even NY Times investigative journalists recently explained how NAFTA worked against US interests and killed so much of our industry decades ago; almost the opposite of what was intended. Trade needs to be reformed across the board. It's also insulting the way other world leaders are now speaking directly to the American Public and lying to them as if they have our best interest in mind. World leaders are elected to defend the interests of their own people, many times they just look out for their own personal interest, but they are definitely not looking out for American interest. It is up to us. The world stage is a complicated transaction of this for that. That's life. Have you all forgot playing United Nations in high school? Trade needs to be renegotiated from significantly benefiting every other country but USA. Trump is trying to do that.
Critiques trade policy (NAFTA) and international relations, arguing for renegotiation to prioritize American economic interests over other nations.
@jamesmaggard1710
Mar 4, 2025
Trudeau is a clown
Trudeau is a clown
Dismissive characterization of a political leader, expressing disapproval of leadership.
Policy Critique
0.75
@someone12-2
Mar 4, 2025
always interesting when multiculturualism is in the most cases just one culture
always interesting when multiculturualism is in the most cases just one culture
Critiques multiculturalism policy as ineffective or contradictory in practice.
Bruckeraus78
Jan 27, 2026
I can’t stand Trudeau but this is the best speech he’s ever made. Lights out in the mid west and water off in the west. FAFO America.
I can’t stand Trudeau but this is the best speech he’s ever made. Lights out in the mid west and water off in the west. FAFO America.
Criticizes Trudeau while acknowledging a speech, with sarcastic commentary on US infrastructure ('FAFO').
@DanCanada1978
Mar 4, 2025
#Fdjt Fentanyl is an excuse!
#Fdjt Fentanyl is an excuse!
Dismisses fentanyl as a justification for border policy, critiquing the government's framing of the issue.
Policy Critique
0.75
@amun3
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)
|
14-category DH taxonomy
|
Search
|
Discourse Quality (Perspective API)