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 problem is Canada doesn’t have the budget for enforcements
The problem is Canada doesn’t have the budget for enforcements
Critiques government capacity to enforce immigration policy due to budget constraints.
Policy Critique
0.85
Double_x22
Oct 1, 2025
Why is it so difficult for the Canadian government to stop cooperating with the CCP and end all transaction and trade of fentanyl? Why does the Canadian people need to pay the price for the …
Why is it so difficult for the Canadian government to stop cooperating with the CCP and end all transaction and trade of fentanyl? Why does the Canadian people need to pay the price for the greed and stupidity of this irresponsible government? Which politician is benefiting from the fentanyl deal? When Canadian politicians are in bed long enough with the CCP, they will work for this communist regime and not for the Canadian people. Trump is certainly looking out for the American people, who is Trudeau looking out for?
Criticizes government policy on CCP cooperation and fentanyl, makes unverified claims about politician corruption, and implicitly calls for accountability.
@LamNghi
Mar 4, 2025
To be honest the problem with Canada is that they are not having strict immigration checks like the USA which has in turn resulted in non-qualified people coming from India to name sake colleges over …
To be honest the problem with Canada is that they are not having strict immigration checks like the USA which has in turn resulted in non-qualified people coming from India to name sake colleges over there . A lot of people just used to drive trucks or do odd jobs over here in India . I really think Canada's welcoming nature has been misused in the wrong way.
Critiques Canada's immigration vetting process as insufficiently strict compared to the USA, with specific claims about unqualified Indian immigrants.
sidxpal
Oct 3, 2025
I believe restricting easy line of credit or loans on cars or any other item to newcomers might solve this out of proportion immigration problem.
I believe restricting easy line of credit or loans on cars or any other item to newcomers might solve this out of proportion immigration problem.
Proposes a specific policy restriction on credit access for newcomers as a solution to immigration, framed as addressing an 'out of proportion immigration problem.'
fazalshaikh422
Oct 2, 2025
Having Justin Trudeau occupy the Top Job in Canada as PM was a mistake. Making him PM given his limited intellectual abilities didn't do Canada any favors really. His woke ideals simply aren't based in …
Having Justin Trudeau occupy the Top Job in Canada as PM was a mistake. Making him PM given his limited intellectual abilities didn't do Canada any favors really. His woke ideals simply aren't based in the realities in thinking that we'll all just get along. The past immigration policies filtered out those that weren't acceptable or weren't bringing anything worthwhile to Canada. What Trudeau did was allow third world countries to unload their undesirable citizens into Canada, ppl that have no idea of what it means to come to a new land and integrate and be a part of something good. Trudeau did not think this through at all.
Primarily critiques Trudeau's immigration policies as poorly thought-out and ideologically driven, with secondary identity-based framing about cultural integration and demographic concerns.
paulwojtala6425
Oct 3, 2025
Trudeau is a dumbass
Trudeau is a dumbass
Brief dismissive critique of Canadian Prime Minister Trudeau's leadership without specific policy details.
Policy Critique
0.85
@eriksam1132
Mar 4, 2025
The Canadian government sold us out to make themselves more and more money, post secondary schools have reaped benefits and grown exponentially since this crap started.
The Canadian government sold us out to make themselves more and more money, post secondary schools have reaped benefits and grown exponentially since this crap started.
Criticizes government immigration policy as financially motivated, noting economic benefits to post-secondary institutions.
joscot9081
Oct 4, 2025
Trump is a disaster for the US.
Trump is a disaster for the US.
Expresses criticism of a political leader's governance, though not directly about Canadian immigration policy.
Policy Critique
0.85
@tding35
Mar 4, 2025
From the UK I cannot for the life of me see what Benefit these tariffs are to the US and why Trump has taken a sledgehammer to the trust between America and its allies. It …
From the UK I cannot for the life of me see what Benefit these tariffs are to the US and why Trump has taken a sledgehammer to the trust between America and its allies. It is simply incredible.
Criticism of Trump's tariff policy and its damage to international relationships, framed from a UK perspective comparing US behavior to allies.
@artemisjuno
Mar 4, 2025
These people seem to have no idea what they are doing. Seems like they just show up at the office and waste time. No proper planning, no proper reporting or follow up action planning. They …
These people seem to have no idea what they are doing. Seems like they just show up at the office and waste time. No proper planning, no proper reporting or follow up action planning. They just shuffle paper and ge tnothing accomplished.
Criticizes government bureaucratic inefficiency, lack of planning, and accountability in immigration administration.
Policy Critique
0.85
AV8able
Oct 2, 2025
Quit being greedy Justin. Drop the tariffs that you are putting on USA and we will drop the one on Canada. Easiest Solution in the world.
Quit being greedy Justin. Drop the tariffs that you are putting on USA and we will drop the one on Canada. Easiest Solution in the world.
Criticizes Canadian tariff policy and proposes a specific solution, framed as addressing greed.
@scroogemcduck9252
Mar 4, 2025
Is zero way is it a tragedy that Canada cant take every citizen in the world who wants to move here. Honestly the opinions of the main stream media are ridiculous, why dont we just …
Is zero way is it a tragedy that Canada cant take every citizen in the world who wants to move here. Honestly the opinions of the main stream media are ridiculous, why dont we just pave a golden road for them all and make sure they all have 5 bedroom, 6 washroom houses with 4 car garages and Olympic size swimming pools, now that fact we dont have 7 billion houses like that in Canada with the same amount of farm land and natural land is the real tragedy, wake up and get your head out of your ass
Critiques mainstream media and immigration policy as unrealistic, with underlying concerns about resource scarcity and capacity.
nathandelogu5667
Nov 21, 2025
Oh my god why is my government allowing this wtf how does it help us
Oh my god why is my government allowing this wtf how does it help us
Expresses frustration with government immigration policy and implicitly calls for policy change to protect national interests.
Babboonboots
Oct 5, 2025
Going back to their countries is a tragedy? Why? It is their countries! Can Canadians go to their countries & get scholarships & benefits & citizenships? No? Why’s that not a tragedy? The only opinion …
Going back to their countries is a tragedy? Why? It is their countries! Can Canadians go to their countries & get scholarships & benefits & citizenships? No? Why’s that not a tragedy? The only opinion voiced on that tv is on the beneficiaries & the immigration lawyers that make bank off of trading in humans, why are u guys so biased against & isolated from this country’s ppl?
Critiques media bias and immigration policy while asserting Canadian identity and questioning differential treatment.
Ooja1980
Nov 21, 2025
I’ve been opposed to Trudeau since he came into power. I’ve always thought of him as a deluded maniac. But this speech was really impressive…. Well done.
I’ve been opposed to Trudeau since he came into power. I’ve always thought of him as a deluded maniac. But this speech was really impressive…. Well done.
Commenter expresses long-standing opposition to Trudeau's leadership while acknowledging appreciation for a specific speech, representing political critique with personal perspective.
@Tracksafe
Mar 4, 2025
The government wastes millions on Arrive Scam but yet they can make an app for people to easily walk across the border without a hiccup.
The government wastes millions on Arrive Scam but yet they can make an app for people to easily walk across the border without a hiccup.
Criticizes government spending and policy inefficiency while making an unverified claim about an app enabling easy border crossing.
KNIGHTOFELEMIA-i7i
Nov 21, 2025
If we tried for another 160 years we couldn’t possibly produce, elect and appoint a worse group of egregiously incompetent ministers to represent us at home and on the world stage. They are an embarrassment …
If we tried for another 160 years we couldn’t possibly produce, elect and appoint a worse group of egregiously incompetent ministers to represent us at home and on the world stage.
They are an embarrassment to the nation, every day, with every breath and every smug, vapid smirk.
Criticizes government ministers and their competence in representing the nation, focusing on institutional failure rather than specific policies.
Policy Critique
0.85
JordanHogan-u6r
Feb 27, 2026
Great speech. However Fentanyl must not “be wiped from the face of the Earth”. This opioid is needed to control pain in the dying and patients living with severe chronic pain. Stop the illicit market. …
Great speech. However Fentanyl must not “be wiped from the face of the Earth”. This opioid is needed to control pain in the dying and patients living with severe chronic pain. Stop the illicit market. Do not deprive people who depend on this effective analgesic.
Critique of a policy position on fentanyl with ethical argument about pain management needs.
@janem5900
Mar 4, 2025
So when are you going to talk about your border. When are you going to call an election so we can flush you down the drain and get our country back ? And no we …
So when are you going to talk about your border. When are you going to call an election so we can flush you down the drain and get our country back ? And no we are not going to boo the USA anthem. Trudeau is a disgrace
Criticizes government policy on borders and calls for an election, with identity-based language about reclaiming the country.
@braxxtonn
Mar 4, 2025
How can they not know if students are compliant, how do they get into Canada? Education pathway is a big money making business for canadian institutions and outside education recruiting agents
How can they not know if students are compliant, how do they get into Canada? Education pathway is a big money making business for canadian institutions and outside education recruiting agents
Criticizes government oversight of student visa compliance and frames education as a profit-driven system exploited by institutions and recruiting agents.
begumthobani3037
Nov 14, 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)