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
It’s all about the profits. It’s no longer about the people that’s how much money government can make off the people.
It’s all about the profits. It’s no longer about the people that’s how much money government can make off the people.
Critiques government priorities as profit-driven rather than people-centered, a systemic policy complaint.
Policy Critique
0.90
Lakeboii70
Aug 26, 2025
Un worthy Trudeau capable for nothing......
Un worthy Trudeau capable for nothing......
Direct criticism of Trudeau's competence and capability in governance.
Policy Critique
0.90
@Ha-Ha-Ha-a
Mar 4, 2025
We don’t have a government we have an effing king ass
We don’t have a government we have an effing king ass
Expresses frustration with government structure and leadership, characterizing it as authoritarian rather than democratic.
Policy Critique
0.90
@cheryl8493
Mar 4, 2025
Decisions made by politicians and consequences. Irreversible and already too late.
Decisions made by politicians and consequences. Irreversible and already too late.
Brief critique of political decision-making and its irreversible consequences regarding immigration policy.
Policy Critique
0.90
kymelezeus4409
Aug 26, 2025
Two words.... Justin Trudeau 💩 💩
Two words.... Justin Trudeau 💩 💩
Blames Justin Trudeau and liberal government for immigration problems through dismissive shorthand.
Policy Critique
0.90
SClarkeJr
Aug 27, 2025
Immigration is essential for Canada to survive.. but... it needs to be a reasonable, controlled intake. Global situations have pushed Canada to take more than they could manage. We don't need to stop immigration, just …
Immigration is essential for Canada to survive.. but... it needs to be a reasonable, controlled intake. Global situations have pushed Canada to take more than they could manage. We don't need to stop immigration, just get control of it again. Also, yes, people coming in need to become Canadian... if you come here it's because you expect it to be better than where ever you left... so you need to embrace what's here, not try and change what's here to whatever you left.
Nuanced critique of immigration policy calling for controlled intake and integration expectations rather than stopping immigration.
Policy Critique
0.90
sharis9095
Aug 26, 2025
As a Canadian, Trudeau is an unserious loser who has no problem preventing key infrastructure projects like pipelines and refineries that would have made us more independent, and taxing us to live through carbon tax. …
As a Canadian, Trudeau is an unserious loser who has no problem preventing key infrastructure projects like pipelines and refineries that would have made us more independent, and taxing us to live through carbon tax. All this is silly performative nonsense geared towards cementing a legacy and will cause more pain to Canadians. If his intellect is so chanllenged it can't go two steps ahead and realize our economy will be crushed and we'll have to capitulate before the US, well I guess that explains the last ten years. He should be tried for treason.
Self-identified Canadian offering sustained critique of Trudeau's policies on infrastructure, taxation, and economic management, with personal perspective framing.
@johnbertram1537
Mar 4, 2025
SMH...shameful leadership. I hear cries of regret!
SMH...shameful leadership. I hear cries of regret!
Brief criticism of government leadership quality and decision-making.
Policy Critique
0.90
@marqmorris8670
Mar 4, 2025
So 32 out of 300 so effective 🙄
So 32 out of 300 so effective 🙄
Sarcastically critiques the low effectiveness rate of deportations (32 out of 300), questioning government enforcement efficacy.
Policy Critique
0.90
AfterDeath1986
Feb 18, 2026
We need 0 asylum seekers and need to be deporting every single one
We need 0 asylum seekers and need to be deporting every single one
Directly criticizes asylum seeker policy and calls for deportations as a policy position.
Tinyweiner2.0
Feb 24, 2026
This makes me sick!! It has gone too far!!! The government needs to give their heads a shake and STOP immigration immediately!!!!! NO MORE!!!! Taxpayers are sick and tired of supporting these users!!!!!
This makes me sick!! It has gone too far!!! The government needs to give their heads a shake and STOP immigration immediately!!!!! NO MORE!!!! Taxpayers are sick and tired of supporting these users!!!!!
Demands immediate halt to immigration and criticizes government policy, with emotional intensity and call for action.
newe1956
Aug 27, 2025
Trudeau sold out the Canadien people long ago with his personal greed, woke crap and using the environment as an excuse to tax the hell out of us. Now he has someone to blame (Trump). …
Trudeau sold out the Canadien people long ago with his personal greed, woke crap and using the environment as an excuse to tax the hell out of us. Now he has someone to blame (Trump). We need Pierre, a strong leader that will work with President Trump for a Strong North America. Canada + USA = Prosperity for all
Criticizes Trudeau's policies (taxes, environmental regulations, governance) and advocates for alternative leadership (Pierre).
@dardar9655
Mar 4, 2025
"Police are limited in charges approved" what a joke the system is
"Police are limited in charges approved" what a joke the system is
Direct criticism of the legal system and police charging procedures as inadequate.
Policy Critique
0.90
dbm88
Feb 18, 2026
Who cares what this grifter thinks? He’s a short-timer who has fucked his country over and now he’s looking to make a splash before the door hits him in the ass on the way out.
Who cares what this grifter thinks? He’s a short-timer who has fucked his country over and now he’s looking to make a splash before the door hits him in the ass on the way out.
Criticizes Trudeau's governance and decisions as harmful to the country.
Policy Critique
0.90
@d0wnboy
Mar 4, 2025
So we are charging 50% now? Because we were already charging 25%. The US just matched what we were charging. This is beyond stupid.
So we are charging 50% now? Because we were already charging 25%. The US just matched what we were charging. This is beyond stupid.
Critiques tariff policy by presenting factual context (prior 25% rate) to argue the current response is illogical or poorly informed.
Policy Critique
0.90
@jonathanbarnes5569
Mar 4, 2025
We agree it’s too many
We agree it’s too many
Brief statement criticizing immigration levels as excessive.
Policy Critique
0.90
BlueT521
Aug 28, 2025
Creating conflict with your closest neighbor and ally is the dumbest thing to do seriously ??♀️ ???
Creating conflict with your closest neighbor and ally is the dumbest thing to do seriously ??♀️ ???
Criticism of Trump's diplomatic strategy toward Canada as strategically foolish.
Policy Critique
0.90
@samanthaloraine632
Mar 4, 2025
STOP handing out permanent residency status for students. Mm and 5 year citizenship process, and grandparents and parent visas. Maybe put military service attachment and see how many will really stay. Make it mandatory that …
STOP handing out permanent residency status for students. Mm and 5 year citizenship process, and grandparents and parent visas. Maybe put military service attachment and see how many will really stay. Make it mandatory that they can only apply for refugee status from home country. Not at the airport.
Detailed critique of multiple immigration policies (permanent residency, citizenship timelines, family sponsorship, refugee processing) with proposed alternatives.
@shirlandsealy3506
Feb 23, 2026
Canada needs to Stop all Illegal into our Country
Canada needs to Stop all Illegal into our Country
Calls for stricter immigration enforcement, critiquing current policy on illegal immigration.
@lenafires3195
Feb 22, 2026
There is nothing he says or does that makes him look competent
There is nothing he says or does that makes him look competent
Expresses criticism of a political leader's competence without providing specific policy details.
Policy Critique
0.90
@MarkKolich-y4w
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)