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
Trudeau is rubbish. This is his only time to speak on mic. He is respected less than Pakistani president at world stage. Baby is Just-in, that's not the calculation boy the real effect will be …
Trudeau is rubbish. This is his only time to speak on mic. He is respected less than Pakistani president at world stage. Baby is Just-in, that's not the calculation boy the real effect will be when your companies move to USA without tax and their products will be made USA
Criticizes Trudeau's leadership and policy effectiveness while asserting Canada's diminished international standing.
@zimwok
Mar 5, 2025
Canadians do not like Trudeau, he’s increased his citizens inflation with Rules, regulations, communism at core. It’s about Returning Americans the robbed coffers of Taxpayers funds, Americans have United, others move to Canada.
Canadians do not like Trudeau, he’s increased his citizens inflation with Rules, regulations, communism at core. It’s about Returning Americans the robbed coffers of Taxpayers funds, Americans have United, others move to Canada.
Criticizes Trudeau's policies (inflation, regulations) and frames Canadian political issues as distinct from American concerns.
@mariaramirez4357
Mar 4, 2025
Last thing Canada 🇨🇦 needs is more immigrants
Last thing Canada 🇨🇦 needs is more immigrants
Expresses opposition to increased immigration as a policy position with underlying anxiety about national capacity.
mohawkman4506
Feb 12, 2026
It’s trump….. it will never make sense.jumping through hoops for him won’t make a difference obviously. I haven’t a clue why he’s hurting his own people.
It’s trump….. it will never make sense.jumping through hoops for him won’t make a difference obviously. I haven’t a clue why he’s hurting his own people.
Criticizes Trump's policies as harmful to his own citizens and expresses skepticism that diplomatic efforts will be effective.
@nursebev2249
Mar 4, 2025
So whose fault is it? Shouldnt the Canadian government expel people who cheat their visa? and why being so racist in showing Indians as dirty in the thumbnail. .. i do agree there are people …
So whose fault is it? Shouldnt the Canadian government expel people who cheat their visa? and why being so racist in showing Indians as dirty in the thumbnail. .. i do agree there are people who have zero Civic sense...
Critiques government enforcement of visa violations and questions editorial choices while acknowledging civic issues.
madurai_siberian_tiger
Mar 3, 2026
Well lefties are at work again, they know the tariffs are going to hurt them more. The other thing is respect. I hope this guy is voted out by his constituents
Well lefties are at work again, they know the tariffs are going to hurt them more. The other thing is respect. I hope this guy is voted out by his constituents
Criticizes government policy (tariffs) and calls for voting out the current leader, combining policy analysis with electoral action.
@MrTucano1
Mar 4, 2025
I have yet to hear any facts? This guy is a wus and weakling! Get the hell out of here! We don't want you in America!
I have yet to hear any facts? This guy is a wus and weakling! Get the hell out of here! We don't want you in America!
Comment criticizes a leader as weak and ineffectual, with implicit call for removal from office or country.
@dontfallvictim
Mar 4, 2025
Another MP of the Liberal party being put in a position that they have NO business being in. What did she do to get the Ministry ? CBC do your job goodness knows you have …
Another MP of the Liberal party being put in a position that they have NO business being in. What did she do to get the Ministry ? CBC do your job goodness knows you have been GIVEN enough money from the people of Canada.
Criticizes government appointment decisions and media funding as examples of institutional incompetence and partisan favoritism.
gord1420
Feb 27, 2026
Don't forget that Canada isn't that good either look at the way it's ran
Don't forget that Canada isn't that good either look at the way it's ran
Critiques Canadian governance and administration, implicitly comparing it unfavorably to other standards.
@jaybrown7811
Mar 4, 2025
You won’t get through to the MAGA people who voted for Trump. They will go to bed and recite the need to stop illegal immigration, gays, abortion, gun-control or whatever single issue they are voting …
You won’t get through to the MAGA people who voted for Trump. They will go to bed and recite the need to stop illegal immigration, gays, abortion, gun-control or whatever single issue they are voting for and pretend again Trump hasn’t given the world enough reason to have voted against him 4 years ago
Critiques Trump supporters' voting patterns and single-issue focus while questioning their reasoning.
@Junyan89
Mar 4, 2025
Dude you broke the law right there by buying a knife to defend yourself…
Dude you broke the law right there by buying a knife to defend yourself…
Questions the legality of self-defense with a knife, implicitly critiquing Canadian weapons laws as overly restrictive.
maxtvtvtv8623
Jan 27, 2026
I thought this idiot was out of the office... and I agree that these tariffs are goofy for certain countries
I thought this idiot was out of the office... and I agree that these tariffs are goofy for certain countries
Criticizes tariff policy as misguided while expressing surprise Trump returned to office.
Policy Critique
0.78
@JimmyOrozco1
Mar 4, 2025
Vassy is not a stupid woman, however, she is being deliberately obtuse as she desperately tries to find fault with this proposed motion. Anyone with half a brain can see that it is specifically directed …
Vassy is not a stupid woman, however, she is being deliberately obtuse as she desperately tries to find fault with this proposed motion. Anyone with half a brain can see that it is specifically directed at proven, bogus asylum seekers and those whose Visas have expired and have no right to even remain in Canada. Also, I don't care what kind of a mess a legitimate asylum seeker is fleeing, I do not believe anyone "from away" is entitled to better health care benefits than Canadian citizens.
Defends the proposed motion targeting bogus asylum seekers and expired visa holders, while asserting that Canadian citizens deserve priority for benefits.
leighnorman6325
Feb 24, 2026
The immigration minister has a clear conflict of interest....given that her family is one of the east coast's largest landlords.....AND THAT'S WHY SHE SWUNG THE DOORS OPEN TO MASS IMMIGRATION, THE TFW PROGRAM AND TO …
The immigration minister has a clear conflict of interest....given that her family is one of the east coast's largest landlords.....AND THAT'S WHY SHE SWUNG THE DOORS OPEN TO MASS IMMIGRATION, THE TFW PROGRAM AND TO INTERNATIONAL STUDENTS! She, like many others in our corrupt liberal gov't.....ARE FILLING THEIR OWN POCKETS while Canada's identity and culture are destroyed. SHE NEEDS TO BE FIRED FOR SELFISH SELF-INTEREST, CORRUPTION AND TREASON!
Alleges corruption and conflict of interest in immigration policy while calling for removal of officials; includes unverified claims about motives.
newlife956
Feb 26, 2026
This guy didn't do his research, toronto/ontario has many neighbours that might look dominated by one ethnic group.. I think we have more Asian deep pockets here than just Brampton has indians. U get bad …
This guy didn't do his research, toronto/ontario has many neighbours that might look dominated by one ethnic group.. I think we have more Asian deep pockets here than just Brampton has indians. U get bad apples in every single group in all levels and stages of life. Crime is worse from the up down.. next doc should be on the government ped stuff!!
The comment critiques the video's research methodology and framing, arguing for a more nuanced analysis and suggesting alternative investigative focus on government corruption.
Vreedom7
Jan 27, 2026
We have a senseless,crafty con man advising the presidency!
We have a senseless,crafty con man advising the presidency!
Criticizes a political advisor's character and competence in relation to presidential governance.
Policy Critique
0.78
@Observer75487
Mar 4, 2025
Canada has allowed too many unsavory characters. It is their fault. Just regulate the visa process.
Canada has allowed too many unsavory characters. It is their fault. Just regulate the visa process.
Criticizes Canada's visa process for admitting problematic individuals and calls for stricter regulation.
gulabh
Sep 29, 2025
well the east feels what alberta felt in the 80s we lose everthing natioal energy program from a treudeu now its the east will feel this pain from bad discions by a treudeu
well the east feels what alberta felt in the 80s we lose everthing natioal energy program from a treudeu now its the east will feel this pain from bad discions by a treudeu
Critiques current government decisions by comparing them to past regional economic hardship caused by previous policy, blaming leadership.
@billoldfield2843
Mar 4, 2025
Good...its not Cannada's duty to provide employment to exploded population of India.
Good...its not Cannada's duty to provide employment to exploded population of India.
Argues Canada has no obligation to employ immigrants, critiquing policy while implicitly asserting national boundaries and priorities.
SJ-xi3ug
Jan 15, 2026
If orange man is bad blame democrats...you ran terrible candidates. You also gave away money like candy and allowed every illegal here
If orange man is bad blame democrats...you ran terrible candidates. You also gave away money like candy and allowed every illegal here
Critiques Democratic policy decisions and government spending while making unsubstantiated claims about illegal immigration without evidence.
@georgebrennan2576
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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