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
Canada is broken in more ways than one.
Canada is broken in more ways than one.
Broad criticism of Canada's systems and governance without specific policy details or evidence.
Policy Critique
0.75
tvoryan
Jan 27, 2026
Fake news! It's not dividing the country, it is stopping those who stand to make millions off of the backs of Canadians. Full STOP!
Fake news! It's not dividing the country, it is stopping those who stand to make millions off of the backs of Canadians. Full STOP!
Dismisses claims as 'fake news' while critiquing policy as benefiting wealthy interests over Canadians, combining misinformation framing with economic policy critique.
lregey
Feb 11, 2026
Vassey , your liberal taking points show how poor of a reporter or paid by the liberals which is it
Vassey , your liberal taking points show how poor of a reporter or paid by the liberals which is it
Accuses the reporter of bias toward liberal government positions, critiquing both media coverage and implied government policy alignment.
TonyEllert
Feb 24, 2026
It is a complete lie to say that you can't find Canadians who are willing to work as tire installers!!!!
It is a complete lie to say that you can't find Canadians who are willing to work as tire installers!!!!
Commenter disputes the claim that Canadian workers are unavailable for certain jobs, challenging the justification for immigration policy.
andrewwest1045
Feb 11, 2026
Trump is a lier they sell more drugs than any body in this planet and we americans know that we are not stupid well only the ones that voted for him are hope everything goes …
Trump is a lier they sell more drugs than any body in this planet and we americans know that we are not stupid well only the ones that voted for him are hope everything goes up prices are already up but more so his voters can pay for the mistakes they did
Criticism of Trump with unsubstantiated claims about drug trafficking and economic consequences.
@JuaritozAngeles
Mar 4, 2025
Khalistan is opposed by the Indian government too but when the government demanded to arrest them, the Canadian government protected them for votes.
Khalistan is opposed by the Indian government too but when the government demanded to arrest them, the Canadian government protected them for votes.
Alleges government favoritism toward specific groups for political gain, mixing critique with unverified claims.
dreamaway2
Feb 12, 2026
How do canada Elect this guy ? He\nSounds like a whiny little kid !
How do canada Elect this guy ? He\nSounds like a whiny little kid !
Criticizes Canadian electoral choices and leader's demeanor, with implicit questioning of national judgment.
@terrysmith8539
Mar 4, 2025
Workers not available locally is a lie.
Workers not available locally is a lie.
Challenges the justification for immigration (labor shortages) as false, critiquing the reasoning behind policy rather than policy itself.
MrSudeepantony
Feb 16, 2026
Kenney has absolutely no credibility after he scewed the Dog during the Covid hoax
Kenney has absolutely no credibility after he scewed the Dog during the Covid hoax
Attacks Kenney's credibility over COVID policy while using dismissive language ('hoax') that suggests misinformation.
berniemoore9077
Feb 17, 2026
Are Canadians dumb enough to buy this bull shit
Are Canadians dumb enough to buy this bull shit
Dismissive criticism of government messaging or policy, though vague and expressed through rhetorical questioning rather than substantive analysis.
Policy Critique
0.75
@AnupamSringeri
Mar 4, 2025
Here we go within the lies of the liberal hypocrites.. cbsa deporting criminals good.... immigration custom enforcement deporting criminals bad....
Here we go within the lies of the liberal hypocrites.. cbsa deporting criminals good.... immigration custom enforcement deporting criminals bad....
Accuses government of hypocrisy in immigration enforcement, claiming selective application of deportation rules based on political ideology.
solos7685
Feb 18, 2026
The Donald is digging a big hole.\nDomestically an internationally.\n???????????????\nSell your gas an oil to us canada
The Donald is digging a big hole.\nDomestically an internationally.\n???????????????\nSell your gas an oil to us canada
Criticizes Trump's domestic and international actions while suggesting Canada should leverage its natural resources in negotiations.
@stevecunningham6537
Mar 4, 2025
Puck Trudeau he is going to cave just like Zelensky.
Puck Trudeau he is going to cave just like Zelensky.
Criticizes Trudeau's anticipated policy response (caving) through crude language and comparison to another leader.
Policy Critique
0.75
@CurlyJeffs007
Mar 4, 2025
This isn’t Liberal incompetence — it’s self-funded corruption. They use taxpayer money to buy media, influence institutions, and protect themselves from accountability. Canadians are literally paying for their own political manipulation. Liberals = the most …
This isn’t Liberal incompetence — it’s self-funded corruption. They use taxpayer money to buy media, influence institutions, and protect themselves from accountability.
Canadians are literally paying for their own political manipulation.
Liberals = the most corrupt government in Canadian history:
Green Slush Fund (SDTC)
SNC-Lavalin Affair
ArriveCAN
Firearms Buyback fiasco
WE Charity scandal
Foreign interference
Triad-linked organized crime in B.C.
Fentanyl crisis
Aga Khan vacation
Investing in Canada Plan
2019 Election "Lavish" Spending
Telford/Trudeau Staff Scandal
Finance Minister Bill Morneau's Controversies
Liberal MP Paul Chiang controversy
Greenbelt scandal
Montgomery Carney's countless conflicts of interest and his Brookfield $6.5B tax evasion.
Chrystia Freeland Ukraine reconstruction funding controversy
Extensive list of alleged government scandals framed as systemic corruption; mixes documented controversies with unsubstantiated claims.
Pabloppicaso1968
Feb 17, 2026
This is how the liberals are justifying the gun buyback. They allow a crisis to continue then they pass more bills and laws to suppress the people.
This is how the liberals are justifying the gun buyback. They allow a crisis to continue then they pass more bills and laws to suppress the people.
Conspiracy-adjacent critique linking immigration crisis to gun control policy as deliberate Liberal strategy.
espmaniac01
Feb 18, 2026
300 cases 10 deported that's Canada Surrey Mayor is a joke so is BC and global news.. COPS ARE A FAIL IN Canada so is global new and its phony narrative
300 cases 10 deported that's Canada Surrey Mayor is a joke so is BC and global news.. COPS ARE A FAIL IN Canada so is global new and its phony narrative
Criticizes enforcement statistics and institutional failures (police, media, government), with unverified claims about deportation numbers and institutional competence.
chrisnewton1179
Feb 18, 2026
As an American Citizen.. The United States Government should concentrate on Decreasing the Demand for Illicit Drugs
As an American Citizen.. The United States Government should concentrate on Decreasing the Demand for Illicit Drugs
Suggests the U.S. government should redirect focus to drug demand reduction rather than tariffs, critiquing current policy priorities.
Policy Critique
0.75
@duncanvince23
Mar 4, 2025
Nothing is going to happen. Its catch and release game and accused applying refugee status. The news just made ad revenue for watching the news. Thanks for helping Canadian media
Nothing is going to happen. Its catch and release game and accused applying refugee status. The news just made ad revenue for watching the news. Thanks for helping Canadian media
Criticizes government policy as ineffective ('catch and release') while making unsubstantiated claims about media motivations.
@videoanalyst4u
Feb 21, 2026
Many Americans don't want this trade war and this bad relationships with Canada and many other allies. Our government is hijacked by a coup led by Trump and Musk!
Many Americans don't want this trade war and this bad relationships with Canada and many other allies. Our government is hijacked by a coup led by Trump and Musk!
Critiques government policy and international relations while making an unverified claim about a 'coup' without evidence.
@Recoverel
Mar 4, 2025
I just don't know the truth about what's going on in our country anymore
I just don't know the truth about what's going on in our country anymore
Criticizes Trudeau's environmental and trucking policies while calling for his resignation and Trump's respect.
@leveece
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)