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
The Canadian government is also at fault! Look at our CBSA… 90% of them are born outside Canada and if they get security clearance in their own country then they are fine to come and …
The Canadian government is also at fault! Look at our CBSA… 90% of them are born outside Canada and if they get security clearance in their own country then they are fine to come and work in Canada without Canada looking into it. Many of them can barely speak any English at all. Or French. Our government and the government policies in Canada are a joke.
Criticizes government security clearance procedures and CBSA hiring practices, with unverified claims about language proficiency and hiring percentages.
kennydeck6742
Oct 1, 2025
And forsure he is on CNN i won't believe anything he said he has ruined Canada he will be gone
And forsure he is on CNN i won't believe anything he said he has ruined Canada he will be gone
Criticizes a political leader's governance record and expresses distrust in media sources, combining policy critique with dismissal of credibility.
@williamnelson9332
Mar 4, 2025
How is this even acceptable? It's not.
How is this even acceptable? It's not.
Rhetorical rejection of current immigration practices as unacceptable, implying concern about policy direction.
Quadruple-Vaxxed-Boomer
Sep 19, 2025
800000 Indian in Canada, that’s sad !!! Why is Canadian government doing that. Dump idea.
800000 Indian in Canada, that’s sad !!! Why is Canadian government doing that. Dump idea.
Criticizes government immigration policy as excessive, expressing concern about the scale of Indian immigration specifically.
nusratahmed1163
Oct 5, 2025
The free world has been hurting trump friends for the last 3 years, so now he is in office he's gonna hurt the free world.
The free world has been hurting trump friends for the last 3 years, so now he is in office he's gonna hurt the free world.
Frames Trump's policies as retaliatory response to prior treatment, suggesting tit-for-tat escalation and threat to global stability.
@wearemadefromthestars3310
Mar 4, 2025
This was a pre racist video not gonna lie lmao, ppl are punjabi, and you keep acting like they hindus brining up hindu gods, when literally no one he interviewed was a hindu, all were …
This was a pre racist video not gonna lie lmao, ppl are punjabi, and you keep acting like they hindus brining up hindu gods, when literally no one he interviewed was a hindu, all were punjabi and punjabis dont like hindus, punjabis are different just dont trust the punjabi students lol
Critiques the video's framing as inaccurate regarding religious/ethnic distinctions, while making stereotypical claims about Punjabi students.
PoliceBodyCamU.S.A
Jan 27, 2026
Trump is ruining America with all these bs Tariffs. I hate Trump and all his puppet Republicans.
Trump is ruining America with all these bs Tariffs. I hate Trump and all his puppet Republicans.
Criticizes Trump's tariff policies and expresses opposition to his administration and Republican allies.
@charlenehastings4840
Mar 4, 2025
Thank Trudeau and Panjeet Singh.
Thank Trudeau and Panjeet Singh.
Blames political leaders for immigration policy, with implicit criticism of government decision-making.
solitaire5142
Aug 31, 2025
nobody in canada cares what this idiot says we need real leadership not a dramatic chump
nobody in canada cares what this idiot says we need real leadership not a dramatic chump
Dismissive critique of Trudeau's leadership and calls for 'real leadership,' focusing on governance quality rather than immigration specifically.
Policy Critique
0.78
@billreichheld4839
Mar 4, 2025
Trudeau works for the safety of its citizens...hahaha what a liar
Trudeau works for the safety of its citizens...hahaha what a liar
Criticizes Trudeau's government policies with sarcastic tone, questioning the claim that government prioritizes citizen safety.
@Roamingronald
Mar 4, 2025
Indians are least of their problems..
Indians are least of their problems..
Defends Indians as a group by arguing they are not the primary problem, implicitly critiquing misdirected blame and policy focus.
The_Winter_Owl
Jan 27, 2026
There is no negotiating with Trump, it's either his way or the highway.
There is no negotiating with Trump, it's either his way or the highway.
Critiques Trump's negotiating approach and inflexibility as a political/diplomatic strategy.
Policy Critique
0.78
@747rotate
Mar 4, 2025
We can all thank most boomers for another Liberal term. I've seen them talk about how they'd leave Canada and live somewhere else if Carney didn't win. Must be nice to have that kind of …
We can all thank most boomers for another Liberal term. I've seen them talk about how they'd leave Canada and live somewhere else if Carney didn't win. Must be nice to have that kind of privilege when they force this hellscape on the rest of us.
Criticizes older generation voters for supporting Liberal policies that created negative immigration outcomes, framing it as generational injustice.
mavery012
Sep 10, 2025
Didn't you cheer when each time the US slapped tariffs on China? Now you say tariffs make no winners. That's what the Chinese been saying for years, since Trump's first term
Didn't you cheer when each time the US slapped tariffs on China? Now you say tariffs make no winners. That's what the Chinese been saying for years, since Trump's first term
Challenges inconsistency in tariff positions by comparing Canada's stance to China's historical position.
@comments2840
Mar 4, 2025
I just want to thank our previous honorable & most revered PM Mr. Trudeau & his liberal party for destroying & changing the face of canada((((((((((((((((((((((((((((((((((((((((((((((((((((( and made it the worst & dirtiest & high …
I just want to thank our previous honorable & most revered PM Mr. Trudeau & his liberal party for destroying & changing the face of canada((((((((((((((((((((((((((((((((((((((((((((((((((((( and made it the worst & dirtiest & high crime rate (((((((((((((((((((((((
Blames previous leadership for immigration policy changes and national decline, framing it as destruction of Canadian identity.
LS-kh6zf
Feb 7, 2026
If your taxes are going out of country than you should not be expected to pay taxes than!
If your taxes are going out of country than you should not be expected to pay taxes than!
Critiques tax policy by arguing that citizens shouldn't pay taxes if revenue goes abroad, challenging government fiscal policy.
TL3000TL
Sep 11, 2025
I have yet to hear any facts? This guy is a wus and weakling! Get the hell out of here! We don't want you in America!
I have yet to hear any facts? This guy is a wus and weakling! Get the hell out of here! We don't want you in America!
Comment criticizes a leader as weak and ineffectual, with implicit call for removal from office or country.
@dontfallvictim
Mar 4, 2025
Dont like Trudeau but I have to say, great last speech. Trump is such a liar about fentanol from Canada. Good luck USA, you are in for one hell of a ride !
Dont like Trudeau but I have to say, great last speech. Trump is such a liar about fentanol from Canada. Good luck USA, you are in for one hell of a ride !
Criticizes Trump's fentanyl claims as false while acknowledging Trudeau's speech quality, combining policy critique with a factual dispute.
@Neil-fm8zp
Mar 4, 2025
This stupid fool refused to trade LNG with Europe and Japan. Now he just wants his name in lights one last time.
This stupid fool refused to trade LNG with Europe and Japan. Now he just wants his name in lights one last time.
Criticism of Trudeau's LNG trade decisions and motives, arguing he refused beneficial trade deals and is now seeking personal recognition.
Policy Critique
0.78
@bushmaster369
Mar 4, 2025
ah..... so you haven't already been charging larger tariffs on the US than the US has? hmmmm. Is there anything fair you can offer, like equal tariffs and no Fentinal?
ah..... so you haven't already been charging larger tariffs on the US than the US has? hmmmm. Is there anything fair you can offer, like equal tariffs and no Fentinal?
Challenges Canadian tariff policy fairness while questioning whether reciprocal trade terms exist, mixing critique with information-seeking.
@dwilliamsnetosnet
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)