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
Canadian government is to blame for khalistani bs
Canadian government is to blame for khalistani bs
Blames government policy for a perceived problem while invoking national/political identity framing.
Improveshorts
Feb 17, 2026
Just let robots and AI take over western nation instead of bringing people from other countries. This cooperate are the biggest enemy
Just let robots and AI take over western nation instead of bringing people from other countries. This cooperate are the biggest enemy
Proposes an alternative policy solution (automation instead of immigration) while expressing concern about corporate influence and demographic change.
aiswaryabersan7983
Aug 25, 2025
This clown hates Canada. Shuts down our democracy, and calls Putin a Dictator. Meawhile Zelensky term is up and will not host election. FUKRAINE!!!!! GO RUSSIA!
This clown hates Canada. Shuts down our democracy, and calls Putin a Dictator. Meawhile Zelensky term is up and will not host election. FUKRAINE!!!!! GO RUSSIA!
Criticizes Trudeau for shutting down democracy and hypocrisy regarding Putin, while making unsubstantiated claims about Ukraine and Russia.
@JeanClaudeBeaucage
Mar 4, 2025
Is it the same Kenny who ran brutal fascist dictatorship in Alberta during "pandemia"? Strange to hear such none-woke speeches
Is it the same Kenny who ran brutal fascist dictatorship in Alberta during "pandemia"? Strange to hear such none-woke speeches
Commenter critiques Kenney's pandemic policies with ironic tone, questioning his credibility on immigration despite his non-woke rhetoric.
radretev4611
Feb 17, 2026
Coddling the enemy while ?ng on allies. Disheartening
Coddling the enemy while ?ng on allies. Disheartening
Criticizes Trudeau's approach as appeasing enemies while abandoning allies, expressing concern about strategic direction.
@twizzle8993
Mar 4, 2025
So sad to see that lady crying at 6:40. Two reasons: Liberal voting and feminsm. 1) You kept voting against your own interests and started to look at culture and history through woke lenses. Raising …
So sad to see that lady crying at 6:40.
Two reasons: Liberal voting and feminsm.
1) You kept voting against your own interests and started to look at culture and history through woke lenses. Raising taxes and then paying immigrants to live here. Seriously?
2) You taught your daughters to distrust men and look at babies as a burden that would hold them back. Most of your daughters consider babies to be parasites. They celebrate ending them. In Canada, even CATHOLICS support abortion!
Critiques liberal voting, immigration spending, and cultural/social policies while blaming feminism and progressive values for societal decline.
SoulKin65
Aug 25, 2025
Voting does have consequnces...for you Not Justin or Jugmeat They are now enjoying their millionaire pensions And what do you get...Lib Carney and out of whack inflation Elbow up Canada .....Hell is on for about …
Voting does have consequnces...for you
Not Justin or Jugmeat
They are now enjoying their millionaire pensions
And what do you get...Lib Carney and out of whack inflation
Elbow up Canada .....Hell is on for about 5 more years
Criticizes government policies and leadership (inflation, pensions) while implicitly calling for political change.
OmniFilm-dk8ox
Jun 30, 2025
Liberal want them for votes where do you think they get their seats
Liberal want them for votes where do you think they get their seats
Critiques Liberal immigration policy as motivated by electoral gain while implying partisan identity divisions.
gitanjalisimon-rasiah16
Feb 27, 2026
They should check the shipping containers in Vancouver you should’ve been doing this for seven years ago I don’t know why you’re not working on our military building it up I think you’re sleeping?️??
They should check the shipping containers in Vancouver you should’ve been doing this for seven years ago I don’t know why you’re not working on our military building it up I think you’re sleeping?️??
Criticizes government inaction on border security and military spending, calling for policy changes.
@georgemurphy9910
Mar 4, 2025
You’re true leader Canada is trying to win his election back. That’s all it is!!$
You’re true leader Canada is trying to win his election back. That’s all it is!!$
Suggests the PM's actions are motivated by electoral self-interest rather than genuine policy, critiquing political motives.
@kathyzinn8063
Mar 4, 2025
Lets talk about the homeless demographics!!!! And the expolsion of tbe number of CANADIANS LIVING HOMELESS IN THE LAST 5 YEARS
Lets talk about the homeless demographics!!!! And the expolsion of tbe number of CANADIANS LIVING HOMELESS IN THE LAST 5 YEARS
Calls for attention to homelessness crisis among Canadians, implicitly critiquing government priorities regarding immigration versus domestic welfare.
RaisingHarmonyRae
Aug 26, 2025
I can't stand this idiot lebanese immigration minister. You have to wonder about the low IQ of the voters that elected this moron.
I can't stand this idiot lebanese immigration minister. You have to wonder about the low IQ of the voters that elected this moron.
Criticizes a government official's competence while making derogatory identity-based claims about voters.
JohnSmith-ro6vw
Mar 1, 2026
Trudeau is a criminal!
Trudeau is a criminal!
Makes a strong accusation against political leadership, functioning as criticism of government rather than a factual claim.
Policy Critique
0.75
Momo-kq9hd
Aug 26, 2025
If imagrint wanted to be treated as equal then thay should make it like the rest of us.On our own Marit no government help and see how fast thay will leave 😮
If imagrint wanted to be treated as equal then thay should make it like the rest of us.On our own Marit no government help and see how fast thay will leave 😮
Critiques government support programs for immigrants and argues they should be self-sufficient like other citizens, implying unfair preferential treatment.
davidhager1593
Aug 27, 2025
They have a vindictive president
They have a vindictive president
Characterizes executive leadership as vindictive, implying criticism of governance approach.
Policy Critique
0.75
@christopherclarke5086
Mar 4, 2025
The liberal party of Canada is a cancer
The liberal party of Canada is a cancer
Expresses strong disapproval of the Liberal Party's governance, framed as a moral condemnation with implicit identity-based framing.
tipsy09
Aug 28, 2025
Notice how Justin Trudeau dubs down his language when addressing Trump.
Notice how Justin Trudeau dubs down his language when addressing Trump.
Observes and critiques Trudeau's rhetorical strategy and diplomatic approach when dealing with Trump.
Policy Critique
0.75
@InverJaze
Mar 4, 2025
Well spoken. Trump is a fool
Well spoken. Trump is a fool
Praises the speaker while dismissing Trump as foolish, critiquing opposing leadership and policy approach.
Policy Critique
0.75
@peteryan1739
Mar 4, 2025
Close the border Canada. Your tariffs are higher than ours. We are just keeping it even.
Close the border Canada. Your tariffs are higher than ours. We are just keeping it even.
Argues for border closure and justifies tariffs by comparing Canada's tariff rates to America's.
@marlowshultz7308
Mar 4, 2025
After effects of white house being taken over by right wing radical christians....Democracy and secularism is dead in west....
After effects of white house being taken over by right wing radical christians....Democracy and secularism is dead in west....
The comment critiques Western governance by comparing it to right-wing Christian influence, claiming democracy and secularism are threatened.
sathe61
Aug 29, 2025
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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)