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
Where are the liberal clowns depending their leaders? 🤡
Where are the liberal clowns depending their leaders? 🤡
Sarcastically questions where liberal defenders are, critiquing government policy through rhetorical mockery.
TheRoddy87
Jun 21, 2025
Bernier was probably the closest thing to a chance to deal with this democraticly that we had. And I didn't think he had a chance in FPTP from the get go. Anyone remember Trudeau's promise …
Bernier was probably the closest thing to a chance to deal with this democraticly that we had. And I didn't think he had a chance in FPTP from the get go.
Anyone remember Trudeau's promise to end FPTP? Yeah I had a little hope for that, that could have saved Canada.
Critiques electoral system and past political promises while expressing frustration about lack of democratic solutions to immigration.
jairpoppelwell2120
Jun 21, 2025
that clown is leaving office soon so he doesnt care.
that clown is leaving office soon so he doesnt care.
Dismissive criticism of Trudeau's leadership and motivation, suggesting his actions lack genuine commitment.
Policy Critique
0.75
@tyrone1dotcalm
Mar 4, 2025
Starts out with a lie.\n\nTrudeau of course doesn't mention the tariffs he's had on US goods for decades.
Starts out with a lie.\n\nTrudeau of course doesn't mention the tariffs he's had on US goods for decades.
Accuses Trudeau of dishonesty regarding tariffs; combines policy critique with an unsubstantiated claim about historical tariffs.
@Htown156
Mar 4, 2025
Fentanyl is getting into your country because you have corrupt boarder security officials and an incompetent system that can’t detect it properly.
Fentanyl is getting into your country because you have corrupt boarder security officials and an incompetent system that can’t detect it properly.
Criticizes Canadian border security as corrupt and incompetent without providing evidence, attributing fentanyl flow to systemic failure.
@richsage3235
Mar 4, 2025
What does anyone expect DT is the dumbest president in 250 yrs of A Democratc Republic!
What does anyone expect DT is the dumbest president in 250 yrs of A Democratc Republic!
Criticizes Trump's presidential performance and competence, framing him as historically incompetent.
@cathydeanne597
Mar 4, 2025
Man this sounds like propaganda
Man this sounds like propaganda
Dismisses the content as propaganda, implying criticism of the messaging or framing presented.
Policy Critique
0.75
@OfSunFlowers
Mar 4, 2025
Fine speech for a CCP sympathizer. Get the Chinese drug lords out of Canada
Fine speech for a CCP sympathizer. Get the Chinese drug lords out of Canada
Criticizes a political figure as sympathetic to China and calls for removal of 'Chinese drug lords,' combining policy critique with identity-based framing.
@brianh2421
Mar 4, 2025
Donald Trumps only success EVER was playing a TV boss on the Apprentice. He literally claimed bankruptcy in all his personal businesses.\nWhat could go wrong? Somehow 70 million feeble minded Americans fell for this con-man.
Donald Trumps only success EVER was playing a TV boss on the Apprentice. He literally claimed bankruptcy in all his personal businesses.\nWhat could go wrong? Somehow 70 million feeble minded Americans fell for this con-man.
Critiques Trump's competence and business record while making specific factual claims about bankruptcies and voter demographics.
@hankhardigan3867
Mar 4, 2025
Trudeau you broke Canada, also not only Fyntenal but a 200 Billion$$$ Deficit between United states and Canada that you are freaked out your going to loose.
Trudeau you broke Canada, also not only Fyntenal but a 200 Billion$$$ Deficit between United states and Canada that you are freaked out your going to loose.
Blames Trudeau for Canada's problems and cites specific figures (200 billion deficit, fentanyl) without evidence, combining policy criticism with unsubstantiated claims.
@hsakldjfhd
Mar 4, 2025
The only thing I think I'd disagree with here is Trudeau calling Trump a smart man. I know he's trying to appeal to his vanity, but it still feels icky.
The only thing I think I'd disagree with here is Trudeau calling Trump a smart man. I know he's trying to appeal to his vanity, but it still feels icky.
Critiques Trudeau's diplomatic strategy of appealing to Trump's vanity as ethically questionable political behavior.
@aliciaflinchum6511
Mar 4, 2025
It is not about fentanyl......He has to give an argument but it is a false item.
It is not about fentanyl......He has to give an argument but it is a false item.
Critiques the fentanyl argument as false pretext for tariffs, questioning the legitimacy of stated policy rationale.
@rigomechelmans7191
Mar 4, 2025
Why didn’t you do this before trump if you cared so much about the people who are trafficking these drugs across???!?!?\nI know why???\nIt only affects the poor people who trump is trying to help!!!
Why didn’t you do this before trump if you cared so much about the people who are trafficking these drugs across???!?!?\nI know why???\nIt only affects the poor people who trump is trying to help!!!
Questions why drug trafficking action wasn't taken earlier, with an unsubstantiated claim that it only affects poor people Trump supports.
@physicsariel9237
Mar 4, 2025
If imagrint wanted to be treated as equal then thay should make it like the rest of us.On our own Marit no government help and see how fast thay will leave 😮
If imagrint wanted to be treated as equal then thay should make it like the rest of us.On our own Marit no government help and see how fast thay will leave 😮
Critiques government support programs for immigrants and argues they should be self-sufficient like other citizens, implying unfair preferential treatment.
davidhager1593
Aug 27, 2025
Rump used Fentanyl as an excuse. Canada was no threat to U.S.
Rump used Fentanyl as an excuse. Canada was no threat to U.S.
Critiques Trump's use of fentanyl as justification for policy while making an unverified claim about Canada's threat level.
@LadyAngela678
Mar 4, 2025
Should have ended 10+ years ago… Most immigrants came through Quebec (easiest route), then settled in Ontario & BC…
Should have ended 10+ years ago… Most immigrants came through Quebec (easiest route), then settled in Ontario & BC…
Critiques immigration policy duration and settlement patterns, with an unverified claim about Quebec being the 'easiest route' without supporting evidence.
wc4109
Dec 6, 2025
This is all the turds fault. If he only behaved like these leaders we would be ok. Smdh
This is all the turds fault. If he only behaved like these leaders we would be ok. Smdh
Criticizes a leader (implied Trump) for not behaving like the Canadian leaders being discussed, with implied policy dissatisfaction.
@83ragutierrez
Mar 4, 2025
Bahahahahaha im not going to even watch this clownn gk him and the ppl who abide by “buy made in canada” hahaha what the fk has he done for every Canadian???!!! Ask urself that?? Killed …
Bahahahahaha im not going to even watch this clownn gk him and the ppl who abide by “buy made in canada” hahaha what the fk has he done for every Canadian???!!! Ask urself that?? Killed and tried to kill pp. don’t listen to this corrupt clown omg wakeup canada. Lmao of course he doesn’t want this!!!! Why would he , he being exposed!! Omg whatever bloody circus
Harsh criticism of Trudeau's record and credibility using sarcasm and dismissive humor, questioning his effectiveness.
@followurheart1112
Mar 4, 2025
Hundreds? A drop in the bucket
Hundreds?
A drop in the bucket
Dismissive critique of government immigration numbers as insufficient or ineffective response.
Policy Critique
0.75
KayJay940
Feb 18, 2026
This is not a competent government
This is not a competent government
Brief criticism of government competence, likely referring to immigration or related policies discussed in the video.
Policy Critique
0.75
Homesteadof2
Mar 2, 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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