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’s government needs to check also about issuing the driver license. because i’ve heard that you can pay now to pass the driving test even all this people doesn’t know the rules or even following …
Canada’s government needs to check also about issuing the driver license. because i’ve heard that you can pay now to pass the driving test even all this people doesn’t know the rules or even following all the signs on the road. I’ve never seen so much car accident and too much car on the road. Why it is easy for them now to get a license. We need to remember driving in other country is not the same here. Also even your credit score is bad, even your salary is not good the car company gives you a car easily with hight interest. Thats also need to be check
Critiques government policy on driver licensing standards while making unverified claims about bribing driving tests and lax approval processes.
diamond3745
Sep 30, 2025
This idiot could end it just by stopping the flow of fentanyl through his country. Why would he not want to do that? Because he could care less about the american people.That's why.
This idiot could end it just by stopping the flow of fentanyl through his country. Why would he not want to do that? Because he could care less about the american people.That's why.
Criticizes a leader's policy choices regarding fentanyl control while making an unverified claim about their indifference to American welfare.
@Barrelsmoke
Mar 4, 2025
Not all but sadly it seems now we're getting free loaders. Not like in the very past before Trudeau years and now Carney.
Not all but sadly it seems now we're getting free loaders. Not like in the very past before Trudeau years and now Carney.
Criticizes immigration policy under recent governments, claiming standards have declined and undesirable immigrants are now being admitted.
wseto09
Feb 27, 2026
Evasive and purposely unprepared witnesses. This is TEXT BOOK Liberalism.
Evasive and purposely unprepared witnesses. This is TEXT BOOK Liberalism.
Criticizes government witnesses as evasive and unprepared, attributing this to 'Liberalism' as a political ideology.
johnrecycler8275
Oct 2, 2025
Not a single 'Cute' word came out from this politician....
Not a single 'Cute' word came out from this politician....
Criticism of a politician's communication style or lack of appealing rhetoric.
Policy Critique
0.75
@Guest-c1v
Mar 4, 2025
Well ... Y'all let them in
Well ... Y'all let them in
Blames government/authorities for allowing immigration, critiquing the decision to admit immigrants.
Blackspeaks
Jan 27, 2026
As an American I can't believe that I'm supposed to accept what Trump is doing!
As an American I can't believe that I'm supposed to accept what Trump is doing!
Expresses disagreement with Trump's policies while asserting American identity and values.
@delroy64
Mar 4, 2025
Unfortunately, we listen to are government. He should be talking to the state and the president not directly to the American people. Public opinion will no less still be on the side of the American …
Unfortunately, we listen to are government. He should be talking to the state and the president not directly to the American people. Public opinion will no less still be on the side of the American president.
Critiques the approach of addressing the American public directly rather than government-to-government channels.
@WadeJenkins-p9p
Mar 4, 2025
Non compliant will never leave Canada. Please stop this ill concived immigration/foreign student policy, or Canada will gradually be faded in history.
Non compliant will never leave Canada. Please stop this ill concived immigration/foreign student policy, or Canada will gradually be faded in history.
Criticizes immigration and foreign student policy as harmful to Canada's future, with underlying demographic anxiety.
afurqans
Oct 2, 2025
One exception with what Trudeau said...trump is NOT a smart guy by any stretch ?
One exception with what Trudeau said...trump is NOT a smart guy by any stretch ?
Comment critiques Trump's intelligence in relation to policy decisions, though it's somewhat tangential to the main immigration topic.
Policy Critique
0.75
@hazelg5019
Mar 4, 2025
Ive been trying to accept immigration as a good thing for over 40 years and what ive learned is it only benefits the people who come here under false pretenses because there is zero checks …
Ive been trying to accept immigration as a good thing for over 40 years and what ive learned is it only benefits the people who come here under false pretenses because there is zero checks from Canada immigration, its all taken by these peoples word! Completely insane ! Only word that should be taken are those of truly born sovereign Canadians whose families have built this country! Close down immigration we are full in fact we need to get rid of allot of rotten apples !
Criticizes immigration policy and vetting procedures while asserting native-born Canadian superiority and calling for immigration closure.
SamusMaximusSMXD
Oct 2, 2025
Alberta Calling. The bomb maker lights the fuse then the bomb goes boom. ... Duh, blame Ottawa.
Alberta Calling. The bomb maker lights the fuse then the bomb goes boom. ... Duh, blame Ottawa.
Uses sarcastic metaphor to critique Alberta's policy approach and blame-shifting to Ottawa, combining satire with political criticism.
@michaeldarling1759
Feb 20, 2026
Omg ..Justin , \nYou were doing g so well until ... you called Fonsl Smart ..what , he is the furthest ftom thst
Omg ..Justin , \nYou were doing g so well until ... you called Fonsl Smart ..what , he is the furthest ftom thst
Criticism of Trudeau's specific statement or characterization of another political figure.
Policy Critique
0.75
@rebeccamiller1741
Mar 4, 2025
We have the worst liberal scandals government
We have the worst liberal scandals government
Expresses disapproval of the current government's scandals and performance, framed as partisan criticism.
vinndiesel64
Feb 17, 2026
We don’t have a government we have an effing king ass
We don’t have a government we have an effing king ass
Harsh criticism of government legitimacy using crude language and hyperbolic comparison to monarchy.
@cheryl8493
Mar 4, 2025
I say this to all Americans, t***p goes on and on about President McKinley as he used Tariffs on behalf of the US . Does he not realize McKinley was assassinated? McKinley was a nut …
I say this to all Americans, t***p goes on and on about President McKinley as he used Tariffs on behalf of the US . Does he not realize McKinley was assassinated? McKinley was a nut job as well. I'm so sorry Canada for this childish rhetoric coming from our idiots in thief.
Critiques US tariff policy by comparing to historical precedent (McKinley), with comparative framing across nations and apology to Canada for US rhetoric.
@angelocordova2560
Mar 4, 2025
I would have had no problem with bringing in Indians who were actually of quality. Doctors, engineers, genuinely intelligent men and women, where are they? Why are we bringing in all these waves of "students"?
I would have had no problem with bringing in Indians who were actually of quality. Doctors, engineers, genuinely intelligent men and women, where are they? Why are we bringing in all these waves of "students"?
Critiques selection criteria for immigration, implying current 'student' intake lacks quality; contains implicit unverified claim about immigrant qualifications.
lonum4194
Oct 4, 2025
Americans will never accept Canada as a so called 51st state unless they vote for it. Canada is not a dictatorship. We Americans don't buy or conquer land from fellow democracies, only dictatorships. If there …
Americans will never accept Canada as a so called 51st state unless they vote for it. Canada is not a dictatorship. We Americans don't buy or conquer land from fellow democracies, only dictatorships. If there is an attempt the US Congress and the current states will block that.
Critiques the premise of US annexation of Canada by asserting democratic principles and institutional safeguards against such action.
@rebeccacanales
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
This country is full of colleges that hand out diplomas for everything. next thing you know, there’ll be a degree in ass-wiping, who is responsible ? Ministry of Education, Immigration or both? The CRA also …
This country is full of colleges that hand out diplomas for everything. next thing you know, there’ll be a degree in ass-wiping, who is responsible ? Ministry of Education, Immigration or both? The CRA also needs to investigate the benefits some employers, especially large corporations, are abusing. They receive massive tax breaks for hiring students, yet some of these students barely work or are barely given shifts.
Critiques educational institutions and government ministries for credential inflation and tax abuse by corporations, with some unverified claims about employer exploitation patterns.
michaelrobson4788
Oct 3, 2025
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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)