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
Like there going any were except too the Hilton double tree to wait 10 years for there first hearing bring in ice and tell them we don't need them or like them! As old dr …
Like there going any were except too the Hilton double tree to wait 10 years for there first hearing bring in ice and tell them we don't need them or like them! As old dr Robert strange of Nova Scotia says LOCK It down!
Criticizes immigration processing delays and advocates for stricter enforcement, with references to external authorities.
JohnsonCook-t1q
Jan 15, 2026
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
Fentanyl is just some lame excuse.
Fentanyl is just some lame excuse.
Dismisses a policy justification (fentanyl as excuse) as inadequate or disingenuous reasoning.
Policy Critique
0.75
@justinhaslam-lucas8711
Mar 4, 2025
Aligning with Putin? Lord this guy is such a bullshitting clown.
Aligning with Putin? Lord this guy is such a bullshitting clown.
Dismisses the speaker as dishonest regarding alignment with Putin, combining personal attack with policy disagreement.
@Matthew36959
Mar 4, 2025
This bih at the WH is DELUSUONAL
This bih at the WH is DELUSUONAL
Critical characterization of a White House official's judgment or competence, framed as delusional.
Policy Critique
0.75
@abundance1232
Mar 4, 2025
You can't blame India or Indians. Blame the liberals.
You can't blame India or Indians. Blame the liberals.
Deflects blame from India/Indians to the Liberal government, critiquing political leadership while avoiding ethnic targeting.
thetruelegend6686
Jan 4, 2026
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
Yep, children are running the countries these days
Yep, children are running the countries these days
Critiques government leadership competence using metaphorical language about immaturity in governance.
Policy Critique
0.75
@candlelightministries
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
What a pathetic joke.
What a pathetic joke.
Dismissive judgment of the policy as inadequate, though brief and lacking specific substantive critique.
Policy Critique
0.75
the_traveller
Jan 11, 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
I bet we don’t need an ICE agency to do it either.
I bet we don’t need an ICE agency to do it either.
Suggests skepticism about the necessity of ICE agency involvement in immigration enforcement.
Policy Critique
0.75
@KylieMarie-s7l
Feb 19, 2026
Safe 3rd party - turn them back to the USA - they are illegal
Safe 3rd party - turn them back to the USA - they are illegal
Advocates for specific policy (Safe Third Country rule, deportation) while making unverified claim about legal status.
RobertTorontoYYZ
Jan 5, 2026
TRUDEAR KNOWS ABOUT TOOLS HE A WORTHLESS TOOL
TRUDEAR KNOWS ABOUT TOOLS HE A WORTHLESS TOOL
Insults Trudeau as a leader, expressing disapproval of his governance through name-calling.
Policy Critique
0.75
@FooJoo-sq6jm
Mar 4, 2025
Stupid Elon musk ideas and president following must stupid I government
Stupid Elon musk ideas and president following must stupid I government
Criticism of Elon Musk's ideas and government following them, though poorly articulated.
Policy Critique
0.75
@arnold83a
Mar 4, 2025
Imagine what we could do if we stopped send BILLIONS to the Ukraine !
Imagine what we could do if we stopped send BILLIONS to the Ukraine !
Critiques government spending priorities by comparing immigration/refugee spending to foreign aid, with an implicit claim about budget allocation.
AndyT-se9us
Jan 11, 2026
You're taking in the shyte of India...cuz of this unfortunately the skilled Indians (who really contribute to society and engage to integrate with Canadian culture) are getting kicked out
You're taking in the shyte of India...cuz of this unfortunately the skilled Indians (who really contribute to society and engage to integrate with Canadian culture) are getting kicked out
Criticizes immigration policy for admitting undesirable immigrants while inadvertently excluding skilled ones, with identity-based framing.
doshanriches1
Jan 27, 2026
This has been happening for decades. STOP implying this is a new issue. Also, STOP with the TDS. 😡
This has been happening for decades. STOP implying this is a new issue. Also, STOP with the TDS. 😡
Critiques media framing of immigration as a new issue and dismisses the video's approach, combining policy skepticism with commentary on the video itself.
vanta_nox90
Jan 5, 2026
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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)