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
She’s just a talking head, carney runs the show.
She’s just a talking head, carney runs the show.
Dismisses a public figure as a figurehead while suggesting actual power lies elsewhere, critiquing governance structure.
Multheman02
Feb 28, 2026
This guy resigned because he is ran his country into the ground. \n\nWe don’t buy your lies. \n\nAmerica remains the protector of the world and those who aim to defeat PEACE are speaking up. Like …
This guy resigned because he is ran his country into the ground. \n\nWe don’t buy your lies. \n\nAmerica remains the protector of the world and those who aim to defeat PEACE are speaking up. Like Justin
Criticizes Trudeau's governance record and positions him as a threat to peace, combining policy critique with nationalist framing.
@fein_zzRIDES
Mar 4, 2025
You haven’t heard his Trudeauisms apparently. He reads a teleprompter - that’s a skill. His years in drama serve him well, Try listening to him for 10 years.
You haven’t heard his Trudeauisms apparently. He reads a teleprompter - that’s a skill. His years in drama serve him well, Try listening to him for 10 years.
Critiques Trudeau's communication style and background, using sarcasm to undermine his credibility over a long tenure.
@stejac1000
Mar 4, 2025
Mr black faced racist the hero of Fnn?. He desolved Parliament rather than be thrown out, very democratic? Said Tariffs are bad so he now imposes tariffs? No credibility cant be trusted, since canada has …
Mr black faced racist the hero of Fnn?. He desolved Parliament rather than be thrown out, very democratic? Said Tariffs are bad so he now imposes tariffs? No credibility cant be trusted, since canada has still not met its NATO obligations.
Critiques Trudeau's credibility and policy inconsistencies (tariff hypocrisy, NATO obligations), with accusations of racism and undemocratic behavior presented as factual claims.
@tommay7735
Mar 4, 2025
No, Canada didn't break it. Justin rainbow socks Trudick broke it
No, Canada didn't break it. Justin rainbow socks Trudick broke it
Commenter blames the Prime Minister for Canada's problems using mocking language ('rainbow socks Trudick'), combining criticism with sarcasm.
itsallgonetohell
Aug 1, 2025
Hey …can you address the port tax on boats transporting goods. 1.5 million $ when a boat delivers goods through US ports if the boat carrying the goods was built in China. What about américain …
Hey …can you address the port tax on boats transporting goods. 1.5 million $ when a boat delivers goods through US ports if the boat carrying the goods was built in China. What about américain transport companies using china built boats ? Hope my country cuts your electricity. Than maybe Americans will wake up to the global mess they let this clown show create.
Commenter questions specific trade/port tax policies and calls for Canada to take retaliatory action against US economic measures.
@susanstokley2689
Mar 4, 2025
Bernier was probably the closest thing to a chance to deal with this democraticly that we had. And I didn't think he had a chance in FPTP from the get go. Anyone remember Trudeau's promise …
Bernier was probably the closest thing to a chance to deal with this democraticly that we had. And I didn't think he had a chance in FPTP from the get go.
Anyone remember Trudeau's promise to end FPTP? Yeah I had a little hope for that, that could have saved Canada.
Critiques electoral system and past political promises while expressing frustration about lack of democratic solutions to immigration.
jairpoppelwell2120
Jun 21, 2025
Y know what is really stupid? Are the American businesses ready for Canadian goods,parts and materials replacements? Of coarse no.THEN WHY Redhair freak started the trade war now? He set Americans same way as he …
Y know what is really stupid? Are the American businesses ready for Canadian goods,parts and materials replacements? Of coarse no.THEN WHY Redhair freak started the trade war now? He set Americans same way as he does with Canadians.Then who really needs it ? HIM.THAT REDHAIR FOOL IN ORDER TO PERFORM ON VIDEOCAMERAS ONE MORE DAY showing own toughness.He would rather show it to his wife and kids conservative way he likes.
Criticizes Trump's trade war policy as economically illogical and motivated by personal performance rather than genuine strategy.
@raneesudim2248
Mar 4, 2025
last time he did it everyone complained but biden kept the tariffs and nobody complained signaling to trump that he was right, the real trick is to call it a trade war then they can …
last time he did it everyone complained but biden kept the tariffs and nobody complained signaling to trump that he was right, the real trick is to call it a trade war then they can both raise taxes on their citizens which is exactly what trudeau just did whilst making it look like he's st george off to fight dragons
Critique of tariff policy and alleged government manipulation, with unsubstantiated claims about coordinated tax increases.
@coupsdestylo
Mar 4, 2025
If he makes a big deal out of a federal terriff he's just probably trying to stir some propaganda
If he makes a big deal out of a federal terriff he's just probably trying to stir some propaganda
Skepticism about tariff policy framed as propaganda without substantiating evidence.
@xfxstinkiexfx
Mar 4, 2025
This is bad. ?
This is bad. ?
Brief negative assessment of policy without elaboration; expresses disapproval of government action.
Policy Critique
0.75
@RealHumbleOne
Mar 4, 2025
Trafficking yourself into the country is something different
Trafficking yourself into the country is something different
Distinguishes between human trafficking and legitimate immigration, implying criticism of conflating these categories.
Policy Critique
0.75
JackAnemo
Feb 6, 2026
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
Lol, there is no division at all. Even Trudeau himself called his own immigration policy out of control, that he needed to get it back under control before he was voted out of office.
Lol, there is no division at all. Even Trudeau himself called his own immigration policy out of control, that he needed to get it back under control before he was voted out of office.
Critiques immigration policy by citing Trudeau's own acknowledgment that immigration was out of control, using ironic framing.
ccgear4367
Feb 14, 2026
Trudeau is Canadas weakest link
Trudeau is Canadas weakest link
Criticizes Trudeau as weak leader, framing him as a liability to Canadian national strength and identity.
@kevinhullinger8743
Mar 4, 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
Canadian is already really hurting. They say they are there for their citizensyet offer euthanasia for being depressed because they’re in poverty. Justin speaks about dictators yet he is a dictator too.
Canadian is already really hurting. They say they are there for their citizensyet offer euthanasia for being depressed because they’re in poverty. Justin speaks about dictators yet he is a dictator too.
Criticism of government policies on poverty and euthanasia, with an unsubstantiated comparison of Trudeau to a dictator.
@sarahboutwell4391
Mar 4, 2025
trump doesn't care, he duped his followers and now hes free to plunder the us and fill his rich friends and families pockets
trump doesn't care, he duped his followers and now hes free to plunder the us and fill his rich friends and families pockets
Criticizes Trump's motives and accuses him of corruption, mixing opinion with unsubstantiated claims about his intentions.
@ejkelley2364
Mar 4, 2025
This idiot Wolf Blitzer has done nothing but tank CNN's rating for the past 20 years so ya might want to stear clear of his opinions. I hope he retires in Canada.
This idiot Wolf Blitzer has done nothing but tank CNN's rating for the past 20 years so ya might want to stear clear of his opinions. I hope he retires in Canada.
Criticizes a media figure's credibility and impact, with sarcastic suggestion about retirement to Canada.
@jeffsinsights
Mar 4, 2025
Brought to you by the Liberal Party of Canada.
Brought to you by the Liberal Party of Canada.
Attribution of immigration policy to a specific political party, implying partisan blame for the issue.
colehara
Feb 17, 2026
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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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