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
Anyone notice all the new commercials on how great Canada is on TV. That’s the liberals trying to focus its voters away from all the corruption being committed behind closed doors. Real Canadians know what …
Anyone notice all the new commercials on how great Canada is on TV. That’s the liberals trying to focus its voters away from all the corruption being committed behind closed doors. Real Canadians know what they are doing 🤬
Criticizes government propaganda and corruption while invoking 'Real Canadians' as an in-group identity marker.
jackj3542
Jan 3, 2026
Sure wish Wolf Blitzer would stop with his views. We all agree this is a travesty between the two governments, the talking heads of the news network need to shut up and let the news …
Sure wish Wolf Blitzer would stop with his views. We all agree this is a travesty between the two governments, the talking heads of the news network need to shut up and let the news report itself.
Criticism of news media commentary and preference for objective reporting, with meta-commentary on Wolf Blitzer's role.
@daveaugustine6327
Mar 4, 2025
@3:24 welcome to canada where words are restricted by threat of unemployment.
@3:24 welcome to canada where words are restricted by threat of unemployment.
Critiques Canadian policy on speech restrictions while expressing concern about employment consequences.
gmunay420
Jan 27, 2026
That doesn't do anything . WEFCARNEY is racing Starmer for the bottom . The idiocy is real .
That doesn't do anything . WEFCARNEY is racing Starmer for the bottom . The idiocy is real .
Criticizes government leadership (Carney and Starmer) as ineffective and idiotic, focusing on policy failure rather than immigration specifically.
Policy Critique
0.80
jivetalker4208
Jan 3, 2026
Liberal disaster government
Liberal disaster government
Partisan criticism of government framed as 'disaster,' combining policy critique with political identity assertion.
bertgreg007
Jan 3, 2026
Just to be clear… President Musk, VP Trump did this, not the millions who voted against this F****** oligarchy.
Just to be clear… President Musk, VP Trump did this, not the millions who voted against this F****** oligarchy.
Critiques Trump administration policy while asserting distinction between leadership and voters.
@MDdreams96
Mar 4, 2025
Trump is making foe with US's friends.. is he so dumb ???
Trump is making foe with US's friends.. is he so dumb ???
Critiques Trump's diplomatic approach as damaging to US-Canada relations.
Policy Critique
0.80
@whitecastle814
Mar 4, 2025
Trudeaus lost all credibility, by the way he treated the Canadian Truckers! The World will NEVER Forget. Leave office already........
Trudeaus lost all credibility, by the way he treated the Canadian Truckers! The World will NEVER Forget. Leave office already........
Criticizes Trudeau's handling of the trucker protests and calls for resignation, framed as loss of credibility.
@pranavsambamurti7746
Mar 4, 2025
This does nothing for actual canadians. Nothing!
This does nothing for actual canadians. Nothing!
Critiques immigration policy as failing to benefit 'actual Canadians,' implying prioritization of immigrants over citizens.
Athanassios-c8w
Jan 23, 2026
The vetting of some of these people is very poor. Also, you do have freeloaders that come to Canada, receive all kinds of aid, and take jobs where they are paid under the table. This …
The vetting of some of these people is very poor. Also, you do have freeloaders that come to Canada, receive all kinds of aid, and take jobs where they are paid under the table. This is equally the fault of their employers and the immigrants.
Critiques vetting procedures and identifies systemic problems (under-the-table employment, aid abuse) with shared blame framing.
Penelopwhisky-m1t
Dec 25, 2025
Great news,,but it should be 1,800,000 not 18,000... Makes me laugh that ctv worry about tax money spending being 78 millions on deportation while we spend annually over a billion on refugees hotels...😂😂😂 Great journalism …
Great news,,but it should be 1,800,000 not 18,000...
Makes me laugh that ctv worry about tax money spending being 78 millions on deportation while we spend annually over a billion on refugees hotels...😂😂😂
Great journalism finance by the Liberal party of Canada.!😊
Critiques media coverage and government spending priorities, presents unverified spending claims, and uses sarcasm to mock journalism and Liberal policy.
PierreBAZBazinet
Dec 31, 2025
We not invaded Canada.... Canada government allow them to come in....
We not invaded Canada.... Canada government allow them to come in....
Argument that the Canadian government is responsible for immigration policy decisions, deflecting blame from immigrants themselves.
Policy Critique
0.80
worldtraveller1095
Jan 27, 2026
Thank god you are doing a video on this shit show of a country
Thank god you are doing a video on this shit show of a country
Expresses disapproval of Canada's state and governance, framing it as a 'shit show' requiring critical examination.
austingrant4592
Jan 27, 2026
liberals love complaining of low wages, no jobs, and expensive housing yet advocate for mass immigration to make themselves look good and virtuous. What a joke
liberals love complaining of low wages, no jobs, and expensive housing yet advocate for mass immigration to make themselves look good and virtuous. What a joke
The comment criticizes liberal political positions on immigration policy as hypocritical, given economic concerns about wages and housing.
GUH_0-DTE
Jan 27, 2026
I call this the poverty pimp industry, its main purpose is to privide a bunch of govt hacks with a good well paying govt job. Why do we need more immigrants or govt hacks? Google …
I call this the poverty pimp industry, its main purpose is to privide a bunch of govt hacks with a good well paying govt job. Why do we need more immigrants or govt hacks? Google poverty pimp industry to understand this better. Canada has become an ecofacsist,socialist basket case govern by the village idiots.
Critiques government immigration and bureaucratic systems as self-serving, with unverified claims about 'poverty pimp industry' and governance failures.
brianmcintyre8563
Jan 23, 2026
Isn't it fault of system? If you keep ur front door open and people break in your house, will you blame the people or yourself for keeping front gate open?
Isn't it fault of system? If you keep ur front door open and people break in your house, will you blame the people or yourself for keeping front gate open?
Uses analogy to critique government policy responsibility for immigration enforcement failures.
gigachadkartik
Dec 26, 2025
Trudeau opened the mass immigration floodgates and Indians have mastered how to game the immigration process.
Trudeau opened the mass immigration floodgates and Indians have mastered how to game the immigration process.
Criticizes Trudeau's immigration policy as too permissive and accuses Indian immigrants of exploiting the system, blending policy critique with ethnic framing.
BarkusMuhl
Jan 27, 2026
Canada is not cheap what is that man talking about
Canada is not cheap what is that man talking about
Challenges a claim made in the video about Canada's affordability, implicitly critiquing the accuracy of presented information.
KrystleVoss2013
Jan 27, 2026
Here is a simple fix: you must apply for refugee status from outside Canada.
Here is a simple fix: you must apply for refugee status from outside Canada.
Proposes a policy solution requiring refugee applications from outside Canada, critiquing current procedures.
Policy Critique
0.80
joeudvari9646
Dec 30, 2025
Unbelievable. There's statues idek existed here. MY COUNTRY & MY GOVT FKN SUCKS!! 😑 💀 *God Help Us*
Unbelievable. There's statues idek existed here. MY COUNTRY & MY GOVT FKN SUCKS!! 😑 💀
*God Help Us*
Commenter expresses strong disapproval of government and country, criticizing immigration-related policies and national direction.
Kerify
Jan 27, 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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Discourse Quality (Perspective API)