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
its not the Punjabi people that are the problem or Indians in general its the uneducated they let in for no apparent reason without proper vetting if you cant speak properly and express proper immigrant …
its not the Punjabi people that are the problem or Indians in general its the uneducated they let in for no apparent reason without proper vetting if you cant speak properly and express proper immigrant values you should not be aloud in PERIOD. Canadian born Punjabi even we see it its not everyone but were getting a bad rap cause of stupidly
Critiques immigration vetting procedures and selection criteria while asserting insider perspective as a Canadian-born Punjabi person.
UnRivaledFTW
Jan 27, 2026
Canda your country is ran by a joke. No wonder you're taxed so high
Canda your country is ran by a joke. No wonder you're taxed so high
Criticizes Canadian government leadership and tax policy while asserting national identity judgment.
@aussie3409
Mar 4, 2025
Well no wonder they were friends. We pay for your defense. Didn’t say anything about that Da
Well no wonder they were friends. We pay for your defense. Didn’t say anything about that Da
Critiques US defense spending and policy relationships with Canada, implying unfair burden-sharing.
@frankloar8137
Mar 4, 2025
The sooner this man is replaced the better for Canada, this guy can't run his nose, and has expedited the Economic Decline of A Nation abundant in Natural Resources Minerals and Gas.The only Canadian Talking …
The sooner this man is replaced the better for Canada, this guy can't run his nose, and has expedited the Economic Decline of A Nation abundant in Natural Resources Minerals and Gas.The only Canadian Talking Dollars and Sense is the Bald Head Shark lurking in the Tank in America.
Attacks Trudeau's governance and economic management while calling for his replacement, grounded in economic decline claims.
@shanemorrison1977
Mar 4, 2025
It's hard for Carney to soar with the eagles when he's surrounded by turkeys, retreads, incompetents and Liberals clearly in over their depth. Are they not even utilizing all these consultants we're being billed for …
It's hard for Carney to soar with the eagles when he's surrounded by turkeys, retreads, incompetents and Liberals clearly in over their depth. Are they not even utilizing all these consultants we're being billed for ? I'd say put Sean Fraser in, he's got good hair, but he's already botched the immigration file once. You three pundits are right on the money with all your points. In the spirit of cooperation why doesn't Carney just put Michelle into the portfolio ? These Liberals are botching everything they touch. In an ideal world Carney should cross the floor, become the Conservative's lead Trump negotiator and we could dump the rest of the Liberal party in recycling, where the vast majority of them belong....including you Fanjoy
Extended critique of Liberal government competence and specific ministers, with suggestions for personnel changes and political realignment.
malcolmhamilton5200
Feb 27, 2026
More government handouts from Trudeau
More government handouts from Trudeau
Criticizes Trudeau's government spending policies as excessive handouts.
Policy Critique
0.80
@robertbaughman5879
Mar 4, 2025
11 years of open border policies by the liberal regime
11 years of open border policies by the liberal regime
Critiques Liberal government's immigration policies as excessively open, framed through partisan political lens.
rafial81
Jan 5, 2026
CNN is anti Trump, Wall Street Journal is anti Trump, Canadian PM is cozing up with Zelensky who fought with Trump the other day, Canada has been taking USA for a ride on tariffs for …
CNN is anti Trump, Wall Street Journal is anti Trump, Canadian PM is cozing up with Zelensky who fought with Trump the other day, Canada has been taking USA for a ride on tariffs for so long, which President is trying to correct for which American people have voted him overwhelmingly, today's pain will be tomorrow's gain!
Critiques Canadian and international political relationships, media bias, and tariff policies while comparing nations and their leaders.
@mrityunjoyghoshal8050
Mar 4, 2025
Guy on the bike😂 no but fr our governments are failing us
Guy on the bike😂 no but fr our governments are failing us
Uses humor to critique government failure, with the joke serving as vehicle for policy criticism.
SkyPow2112
Jan 27, 2026
Courage to report on this topic. But you missed the point. The failure is Liberal politics on mass immigration not the Indians being a culprit. Oliviera come from Ireland then you can go in history …
Courage to report on this topic. But you missed the point. The failure is Liberal politics on mass immigration not the Indians being a culprit. Oliviera come from Ireland then you can go in history and see Irish immigrants.
Critiques Liberal immigration policy as the root cause while using historical comparison to Irish immigration to contextualize the issue.
amanjitduggalcanada
Jan 27, 2026
It’s a trade dispute between USA and Canada, where from Russia came into this subject. Anyway USA people job and economy are NOT depending only on Canada, so don’t worry. So your “Friendship” depends on …
It’s a trade dispute between USA and Canada, where from Russia came into this subject. Anyway USA people job and economy are NOT depending only on Canada, so don’t worry. So your “Friendship” depends on tariffs % ?
Questions the relevance of Russia to a trade dispute and critiques the framing of friendship based on tariffs.
@rameshganapathy6657
Mar 4, 2025
As a Canadian I’m fed up seeing Turdo’s face. He ruined our country and I’m hoping my fellow citizens will not take the bait of a new face on the same old party and re-elect …
As a Canadian I’m fed up seeing Turdo’s face. He ruined our country and I’m hoping my fellow citizens will not take the bait of a new face on the same old party and re-elect the Liberals. If that happens we are utterly done.
Combines personal frustration as a Canadian with criticism of Liberal government policy and an implicit call for voters to reject the party.
@markmilas1817
Mar 4, 2025
Canada met Trump's terms and he still screwed them, I don't blame them for retaliating. Losing allies and isolating us from the rest of the world is going to hurt everyone
Canada met Trump's terms and he still screwed them, I don't blame them for retaliating. Losing allies and isolating us from the rest of the world is going to hurt everyone
Critiques Trump's trade policy as unfair and argues that isolating allies will harm everyone economically and diplomatically.
@Leelz247
Mar 4, 2025
What a joke. The Liberals hard at work destroying this country.
What a joke. The Liberals hard at work destroying this country.
Dismissive criticism of Liberal government policy framed as destructive to the country.
Policy Critique
0.80
JB13-x3z
Jan 5, 2026
Trudeau you had 4 months to prepare for this. Stop calling people names. Get your act together please.
Trudeau you had 4 months to prepare for this. Stop calling people names. Get your act together please.
Criticizes government preparedness and leadership response while implicitly calling for better action.
@michellesulewski5752
Mar 4, 2025
Just another day in Trudeau's Canada. This guy really screwed our country
Just another day in Trudeau's Canada.
This guy really screwed our country
Blames a specific political leader for national problems, framing immigration as a policy failure while invoking national identity concerns.
alexpereira6528
Jan 5, 2026
Canada need put a fence the same like the USA have with Mexico.
Canada need put a fence the same like the USA have with Mexico.
Advocates for stricter border control policies by comparing Canada's approach to the USA's border fence.
donaldsantos5247
Jan 5, 2026
Dump Trump! Trump is a short sighted businessman whose companies went through multiple bankruptcies. He is not a politician and is unfit to hold his office. Putin is going to take advantage of him.
Dump Trump! Trump is a short sighted businessman whose companies went through multiple bankruptcies. He is not a politician and is unfit to hold his office. Putin is going to take advantage of him.
Critiques Trump's business record and political fitness while raising concerns about geopolitical consequences.
@fattyratz2474
Mar 4, 2025
Some of what he said basically if that effort would been applied to Canadians maybe we would not be in this position
Some of what he said basically if that effort would been applied to Canadians maybe we would not be in this position
Critiques government priorities by suggesting resources directed toward immigration should have benefited Canadian citizens instead.
DavidSmith-wd7wc
Feb 22, 2026
It is not the United States that wants a Trade War with Canada, it is Donald Trump!~
It is not the United States that wants a Trade War with Canada, it is Donald Trump!~
Distinguishes between US institutional policy and Trump's personal actions, critiquing the latter as the true driver.
@-WhizzBang-
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)