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 biggest problem is he has done anything for 12 years .your where in Europe past three weeks now you are talking too late for that
The biggest problem is he has done anything for 12 years .your where in Europe past three weeks now you are talking too late for that
Criticizes inaction over a 12-year period and questions the timing of current response, though the comment is somewhat unclear.
Policy Critique
0.70
@rodneylush2246
Mar 4, 2025
So proud of Bisexual Trudeau, we finally catch him outside of a Taylor Swift concert, and after opening borders and taxing his own citizens for weather change
So proud of Bisexual Trudeau, we finally catch him outside of a Taylor Swift concert, and after opening borders and taxing his own citizens for weather change
Combines sarcastic criticism of Trudeau's policies (immigration, taxation) with identity-based mockery.
@webbs120
Mar 4, 2025
I think President Trump should make America great again on it's enemies not allies. Get some around the country and to help make it greater again tho
I think President Trump should make America great again on it's enemies not allies. Get some around the country and to help make it greater again tho
Critique of Trump's foreign policy priorities, arguing he should focus on enemies rather than allies.
Policy Critique
0.70
@emmanuelappiah7849
Mar 4, 2025
https://www.youtube.com/watch?v=Kw9r_b-ohuo here's a better take, that doesn't involve the delusions of Lilley types/Kenney, this isn't new, it's been going on for 50 yrs, take the part where they won't speak English/French, assimilate, there are people …
https://www.youtube.com/watch?v=Kw9r_b-ohuo here's a better take, that doesn't involve the delusions of Lilley types/Kenney, this isn't new, it's been going on for 50 yrs, take the part where they won't speak English/French, assimilate, there are people here who've been here for decades, still can't, but they supposedly got in cause we needed them, they were "skilled" they could speak the language, Lilley, Ivison, Gunter in these rags keep lying saying it was great, people wanted it, who? when? real people, no, Politian's, businesses, media, NDP Zealots
Critiques media figures and politicians for misrepresenting immigration benefits, citing assimilation failures and claiming decades of deception by elites.
rona3393
Feb 27, 2026
Trump’s not a smart man. He’s a vindictive man. That’s a very big difference and a problem.
Trump’s not a smart man. He’s a vindictive man. That’s a very big difference and a problem.
Criticizes Trump's character and decision-making as problematic leadership, framed as a policy/governance concern.
Policy Critique
0.70
@billyrubin3108
Mar 4, 2025
Stupid governor truedue
Stupid governor truedue
Dismissive criticism of a political leader, though vague and lacking substantive policy analysis.
Policy Critique
0.70
@dodiebarillo5503
Mar 4, 2025
Trudeau, you're an idiot.
Trudeau, you're an idiot.
Direct criticism of a political leader, though lacking substantive policy detail; primarily an insult directed at Trudeau.
Policy Critique
0.70
@IB-qs1mi
Mar 4, 2025
wow, you would have thought the the cops could have gone to these What's up etc. themselves. They do give a shit. They would rather lie on TV that there are no illegals coming from …
wow, you would have thought the the cops could have gone to these What's up etc. themselves. They do give a shit. They would rather lie on TV that there are no illegals coming from Canada to the USA
Criticizes police and government response to illegal immigration, with unsubstantiated claims about law enforcement behavior.
Alien2799
Feb 6, 2026
Trump wants to make America great again. Well, he has a strange way of doing it its time
Trump wants to make America great again. Well, he has a strange way of doing it its time
Critiques Trump's approach to achieving his stated goal, using mild sarcasm to question the effectiveness of his methods.
@kferg3029
Mar 4, 2025
We all know trump is dump blame who put him in office the worst for this country
We all know trump is dump blame who put him in office the worst for this country
Criticizes Trump and those who elected him as harmful to the country, blending policy critique with moral judgment.
@lilliantorres112
Mar 4, 2025
Just a FYI Canadians hate turdo, and this traitor is imposing a 20% carbon tax on Canadians April 1, keep that in mind as well, so he's no better than trump, he froze Canadian bank …
Just a FYI Canadians hate turdo, and this traitor is imposing a 20% carbon tax on Canadians April 1, keep that in mind as well, so he's no better than trump, he froze Canadian bank accounts who opposed him, decarled a peaseful protest a national emergency, sent war horses to trample canadians, he's a p.o.s, so dont give him any credit.
Criticizes Trudeau's policies (carbon tax, bank account freezing) with some unverified or exaggerated claims mixed with policy complaints.
@scottsinclair8264
Mar 4, 2025
Proudly brought to you by Left wing lunatics.
Proudly brought to you by Left wing lunatics.
Blames 'left wing' political ideology for immigration policy, critiquing the government's approach.
Policy Critique
0.70
procamology2647
Oct 27, 2025
Just gors to show when a. President takes suggestions from mr.musky
Just gors to show when a. President takes suggestions from mr.musky
Criticizes a political leader for taking suggestions from Elon Musk, implying poor policy decision-making.
Policy Critique
0.70
@johnporter4718
Mar 4, 2025
Fentinol is but a squeaking dog, there are other items of more importance.
Fentinol is but a squeaking dog, there are other items of more importance.
Critiques the focus on fentanyl as a policy priority, arguing other issues deserve more attention.
Policy Critique
0.70
@DavidPocock-i8r
Mar 4, 2025
Were to weak to speak up, we ban people for harsh words, We keep our heads burried in the sand then complain about how shitty things are. Too scared to point fingers in ANY direction …
Were to weak to speak up, we ban people for harsh words, We keep our heads burried in the sand then complain about how shitty things are. Too scared to point fingers in ANY direction out of fear, good job Canada! I hate my country I couldnt care less anymore, if we became the 51 state or not because who cares, were shit either way! Go ahead block this comment im just another racist right??? keep going down this path I dont mind becomming what you all want me to be... I was raised to believe in equality for all. I havent seen anything but a mass victimization of everything! Migration, Mental Health, Work place orrientation. People just gotta really start being honest with themselves first. in a society where its common to duisguise yourself with a "digital filter", I really think self honesty is going to be a very important tool for the future. learning to live with the "ugly truth" instead of trying to cover things up all the time, some people just suck no matter the race color or culture more realistically.
Complex critique of Canadian society's approach to free speech, immigration, and social issues, mixed with moral frustration and identity concerns about national direction.
chebatenaley2134
Oct 1, 2025
I see that Meloni Joli is wearing her military combat outfit! Is she the 'increase in defense spending' that you promised to Trump. Trudeau is going to give us all a 'reach around'! Now Trudeau …
I see that Meloni Joli is wearing her military combat outfit! Is she the 'increase in defense spending' that you promised to Trump. Trudeau is going to give us all a 'reach around'! Now Trudeau has given a sole source contract of 40 Billion to the Quebec company SNC Lavalin to build new high speed train between Toronto and Montreal! That money should have gone right to Defense spending. Meanwhile there is not even bus service between Calgary and Edmonton, two Alberta cities with a combine population of more than 3 million people.
Criticizes Trudeau's defense spending priorities and infrastructure decisions using sarcasm and innuendo, mixing satire with substantive policy complaints.
@MarkKlimaszewski
Mar 4, 2025
“We two fighting is exactly what our opponents around the world want to see.” Unfortunately, I suspect that is exactly why Trump is doing this.
“We two fighting is exactly what our opponents around the world want to see.” Unfortunately, I suspect that is exactly why Trump is doing this.
Critiques Trump's strategic decision-making as deliberately divisive and harmful to national interests.
Policy Critique
0.70
@johnjulianelle4392
Mar 4, 2025
Aren't you basically unemployed Justin?
Aren't you basically unemployed Justin?
Rhetorical question attacking the Prime Minister's employment/competence as implicit criticism of his leadership.
@teresagregory231
Mar 4, 2025
Trudeau found the perfect crack to slither through into the good light of people ?..or trying to
Trudeau found the perfect crack to slither through into the good light of people ?..or trying to
Skeptical commentary questioning Trudeau's motives and suggesting his actions are strategically calculated for public perception.
Policy Critique
0.70
@anothermouth7077
Mar 4, 2025
Sounds like a threat minister black face. That's President Donald Trump. The wall street journal, really? The wall street journal has lost a lot of credibility, like numerous media outlets. Like CNN.
Sounds like a threat minister black face. That's President Donald Trump. The wall street journal, really? The wall street journal has lost a lot of credibility, like numerous media outlets. Like CNN.
Critiques Trump's approach as threatening while also commenting on media credibility, mixing policy critique with meta-commentary about sources.
@thetribesman6687
Mar 4, 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)