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
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
❤simple fix: Refugees must apply for refugee status outside of Canada. Millions of bogus cases, too little is being done.
❤simple fix: Refugees must apply for refugee status outside of Canada. Millions of bogus cases, too little is being done.
Proposes a policy solution while making an unsubstantiated claim about 'millions of bogus cases' without evidence.
mightypaws2645
Dec 30, 2025
If you care about America so much why did you wait tell Trump was president to put your new border policy in?
If you care about America so much why did you wait tell Trump was president to put your new border policy in?
Challenges the timing and sincerity of border policy implementation through rhetorical questioning.
@letsroll492
Mar 4, 2025
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
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
add another comma in that number and maybe another digit or two and we are good.
add another comma in that number and maybe another digit or two and we are good.
Sarcastically suggests deportation numbers should be significantly higher, critiquing current policy as insufficient.
Policy Critique
0.75
Odin-w5p
Dec 31, 2025
He needs to be talking to his own country we don't want to hear what he has to say. CNN will support Canada before they would the US
He needs to be talking to his own country we don't want to hear what he has to say. CNN will support Canada before they would the US
Criticizes the government's diplomatic approach and suggests it should focus internally rather than on US relations.
@enw45
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
Interesting that you focus on the cost of removal rather than the cost of fake asylum seekers (fraudsters) coming or staying.
Interesting that you focus on the cost of removal rather than the cost of fake asylum seekers (fraudsters) coming or staying.
Critiques media framing by suggesting focus should be on 'fake asylum seekers' rather than removal costs, with an implicit unverified claim about fraud.
juanjohnrico
Dec 31, 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
He never even covered the towtruck wars going on in brampton
He never even covered the towtruck wars going on in brampton
Critiques the video's coverage by pointing out a missing topic (tow truck wars in Brampton), implying incomplete policy discussion.
Policy Critique
0.75
BIGECH
Jan 27, 2026
Trudeau mit keres Ukrajna támogatásában? MIcsoda buta képmutató ember.
Trudeau mit keres Ukrajna támogatásában? MIcsoda buta képmutató ember.
Comment in Hungarian criticizing Trudeau's support for Ukraine as hypocritical, though the non-English language limits full confidence in classification.
Policy Critique
0.75
@MagdolnaGulyásnéTörjék
Mar 4, 2025
Justin Trudeau is a clown take it from a Canadian who knows an idiot we he see one Justin Trudeau policies are failures leaving law abiding citizens defenseless against criminals but letting hard criminals out …
Justin Trudeau is a clown take it from a Canadian who knows an idiot we he see one Justin Trudeau policies are failures leaving law abiding citizens defenseless against criminals but letting hard criminals out on bail and flooding our country with followers of Islam who hate west and the Christians Christians
Criticizes Trudeau's policies on criminal justice and immigration while invoking identity-based concerns about religious/cultural groups.
@PercyChown
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
Fight back? So it's ok to have a one way open border with another country? They practice rampant restraint of trade. Canada has the population of California and think they flex on the US. Good …
Fight back? So it's ok to have a one way open border with another country? They practice rampant restraint of trade. Canada has the population of California and think they flex on the US. Good luck with that.
Criticism of border policy and trade practices, with skepticism about Canada's negotiating position.
@davestevens4193
Mar 4, 2025
Trudeau is a joke
Trudeau is a joke
Brief dismissal of Trudeau as incompetent, expressing disapproval of leadership and policy.
Policy Critique
0.75
@HioSSilver1999
Mar 4, 2025
Anyone that thinks JT is smart doesn't live in Canada and has no idea the destruction he has caused here. He is hated by both liberals and conservatives
Anyone that thinks JT is smart doesn't live in Canada and has no idea the destruction he has caused here. He is hated by both liberals and conservatives
Assertion that JT has caused destruction and is widely hated, presented as fact without evidence, combined with policy criticism.
@teddybonnkers4742
Mar 4, 2025
Trump is trolling the world very hard. \nEveryone keeps falling for it. We know his play: Distract. Distract. Distract. \nIt's all show and no go. But as before, in his last term, there is a …
Trump is trolling the world very hard. \nEveryone keeps falling for it. We know his play: Distract. Distract. Distract. \nIt's all show and no go. But as before, in his last term, there is a time limit to his fecklessness.
Critiques a political figure's strategy and effectiveness using sarcastic tone ('show and no go'), blending satire with substantive criticism.
@simonreid7389
Mar 4, 2025
CNN should do their research on this clown before they try to make him look like a hero. But then again what do expect a leftist news network supporting a leftist dictator.
CNN should do their research on this clown before they try to make him look like a hero. But then again what do expect a leftist news network supporting a leftist dictator.
Criticizes media coverage and political ideology, attacking both the news network and the political figure's positions.
@Dbodell8000
Mar 4, 2025
President Trump doesn't care. Do you see it? Forget about the White House reaction and think about the facts.
President Trump doesn't care. Do you see it? Forget about the White House reaction and think about the facts.
Critiques government response and urges focus on facts over institutional reactions.
Policy Critique
0.75
@dolfo4765
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)