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
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
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
commie news network, we don't care. you'd think you've learned your lesson with your pathetic ratings or the spankings you've received with just pure statistics, and yet you continue to play lefty games...canada will fold …
commie news network, we don't care. you'd think you've learned your lesson with your pathetic ratings or the spankings you've received with just pure statistics, and yet you continue to play lefty games...canada will fold shortly, we don't need what they have.
Criticizes media coverage and Canadian policy while asserting a nationalist position that Canada should distance itself from the US.
@TheSoaphippo
Mar 4, 2025
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
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
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
bro was turning canada into india now hes suddenly being nationalist what??
bro was turning canada into india now hes suddenly being nationalist what??
Criticizes perceived policy inconsistency regarding immigration and national identity, framing it as hypocritical shift.
@inefekt2.O
Mar 4, 2025
Good speech. Justin is now has a golden opportunity to revive his chances of getting re-elected. However he should keep of from extremists - Khalistanis, fundamentalists, Islamists etc
Good speech. Justin is now has a golden opportunity to revive his chances of getting re-elected. However he should keep of from extremists - Khalistanis, fundamentalists, Islamists etc
Commenter critiques Trudeau's political strategy while invoking identity-based concerns about 'extremists' from specific religious/ethnic groups.
@alexjacob1679
Mar 4, 2025
And the" She Devil" rises! Your mismanagement of Provincial funds have been an issue for a long time...why don't you tell the truth....how much is the Oil Cartel Paying you 😉
And the" She Devil" rises! Your mismanagement of Provincial funds have been an issue for a long time...why don't you tell the truth....how much is the Oil Cartel Paying you 😉
Criticizes government mismanagement and financial decisions while making conspiratorial insinuations about corruption.
@mercedessiebert8585
Feb 21, 2026
I wish the news reporters would let us listen to what Trudeau is saying and stop interrupting and putting in their own 2 cents! Just let us listen to Trudeau's speech, and THEN throw in …
I wish the news reporters would let us listen to what Trudeau is saying and stop interrupting and putting in their own 2 cents! Just let us listen to Trudeau's speech, and THEN throw in your 2 cents.
Criticism of news media editorial practices and their interruption of political speech, advocating for unfiltered access to the Prime Minister's words.
@reha1066
Mar 4, 2025
One exception with what Trudeau said...trump is NOT a smart guy by any stretch ?
One exception with what Trudeau said...trump is NOT a smart guy by any stretch ?
Comment critiques Trump's intelligence in relation to policy decisions, though it's somewhat tangential to the main immigration topic.
Policy Critique
0.75
@hazelg5019
Mar 4, 2025
I think MAGA is in the denial stage. There's no way they actually think Donald will help us.
I think MAGA is in the denial stage. There's no way they actually think Donald will help us.
Critiques MAGA supporters' expectations of Trump's effectiveness using psychological framing (denial stage).
@pinetrees92
Mar 4, 2025
It has not gone unnoticed. Just people in charge didn't want to do anything
It has not gone unnoticed. Just people in charge didn't want to do anything
The comment critiques government inaction on a recognized problem, suggesting deliberate negligence by those in power.
mattwiggins8250
Feb 18, 2026
A million foreign students a year...
A million foreign students a year...
The comment critiques immigration policy by highlighting the scale of foreign student intake, with an implicit concern about volume and impact.
jeromethibodeau4378
Feb 18, 2026
We don’t have a government we have an effing king ass
We don’t have a government we have an effing king ass
Harsh criticism of government legitimacy using crude language and hyperbolic comparison to monarchy.
@cheryl8493
Mar 4, 2025
Responding to stupidity with stupidity? Tariffs are paid by the country imposing them!!
Responding to stupidity with stupidity? Tariffs are paid by the country imposing them!!
Critiques tariff policy while making a specific factual claim about who bears tariff costs, presented without evidence.
@jaconbran2367
Mar 4, 2025
the liberals and NDP belong in prison...Its not TRumps falt its Trudeaus falt
the liberals and NDP belong in prison...Its not TRumps falt its Trudeaus falt
Attacks Liberal and NDP policies while deflecting blame to Trudeau rather than Trump, combining critique with blame assignment.
@BrendaMacdonald-s1h
Mar 4, 2025
Print print print. Spend, spend, spend. This is not Trump's fault. He promised to drain the swamp, and that's what he is doing. Sadly we too have a swamp thst needs to be cleaned up.
Print print print. Spend, spend, spend. This is not Trump's fault. He promised to drain the swamp, and that's what he is doing. Sadly we too have a swamp thst needs to be cleaned up.
Critiques government spending and monetary policy while defending Trump's anti-corruption agenda, acknowledging shared problems in Canada.
Policy Critique
0.75
@charlenajean1401
Mar 4, 2025
Democracies electing crazy politicians and damaging the world order.
Democracies electing crazy politicians and damaging the world order.
Critiques democracies for electing problematic leaders and expresses concern about damage to global order.
@sunnymittra
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)